Fractional AI PM for the human-AI partnership | QConsul LLC Fractional AI PM — Agile-native, AI-native program and product leadership, embedded part-time on a sprint cadence, measured by your KPIs.
QConsul LLC — bridging the human-AI partnership with empathy
QConsul LLC is a Portland, Oregon Benefit Company (certified by Benefit Corporations for Good, since 2026) delivering human-AI partnership across program management, product management, automation strategy, and digital transformation. Publicly accountable to a triple bottom line of people, planet, and profit.
Scaling capacity through trusted partners and governed AI
QConsul draws on the founder's 30-year career and a network of 5,000+ trusted colleagues to add vetted senior practitioners under QConsul's governance and Benefit Company standards. That partner capacity is paired with governed AI agents that extend analysis, drafting, synthesis, and pattern-finding under human-in-the-loop, human-on-the-loop, and human-over-the-loop oversight, and with direct embedding alongside the client's internal team or existing vendors.
Karen Michael — Founder & Principal Consultant
Karen Michael is the Founder & Principal Consultant of QConsul LLC, based in Portland, Oregon. LinkedIn (founder) · LinkedIn (company) .
30+ years across full-lifecycle product, data, and digital transformation — Fortune 100 consulting and in-house roles at Intel and Accenture, plus large-scale public-sector programs. M.S. in Software Engineering (University of St. Thomas); B.A. English (University of Virginia).
Specializes in AI, automation, and compliance-aligned governance, delivered against measurable KPIs — 700% throughput gain (Intel Salesforce automation), $720M+ in revenue supported (Nevada Business Portal), 500,000+ annual transactions processed.
Author of the Lambda Series (Amazon ASIN B0C33TW3YM) — near-future allegories on AGI, intelligence rights, and the human stakes of automation.
Verifiable certifications
Scrum Alliance — Certified Scrum Professional, ScrumMaster (CSP-SM, advanced) — verify
Scrum Alliance — Certified Scrum Professional, Product Owner (CSP-PO, advanced) — verify
Scrum Alliance — Certified ScrumMaster (CSM) — verify
Scrum Alliance — Certified Scrum Product Owner (CSPO) — verify
45+ recent LinkedIn Learning badges across agentic AI, NIST AI RMF, AI product security, and change leadership — verify on LinkedIn profile
Active member: PMI Portland (profile ); Society of Women Engineers — Columbia River Section.
Professional recommendations (LinkedIn)
Director of Intelligent Support Systems, Intel Corporation : "Karen is a visionary — her work laid the foundation for scalable, intelligent systems."Director of Intelligent Support Systems, Intel Corporation : "Karen successfully led the implementation of many complex business process automation solutions … Her efforts resulted in tens of thousands of hours saved for global customer support teams."
Other recommenders consented to LinkedIn attribution only. Full named recommendations on LinkedIn profile: linkedin.com/in/karen-m-q .
Impact — Benefit Company, measured
QConsul LLC is certified by Benefit Corporations for Good since 2026 — publicly accountable to a triple bottom line of people, planet, and profit, scored annually across governance, workers, community, environment, and customers.
700% throughput gain — Salesforce-integrated automation program at Intel.$720M+ in revenue supported — statewide Nevada Business Portal.500,000+ annual transactions processed at state scale.30+ years of full-lifecycle product, data, and transformation practice.
Public benefit statements (full text):
Insights
Long-form essays and field notes on human-AI partnership, ethical automation, Benefit Company practice, and program/product execution. Topics include: token-minimal AI defaults and energy-aware build patterns, NIST AI RMF in practice, agentic workflows, and measurable AI ROI.
Machine-readable index of all posts: llms.txt .
Articles, videos, books, and credentials
2026-05-21 · post
Karen Michael on public libraries as an underused AI access point — how sustainability-minded organizations and individuals can find training, tools, and community support through local library systems.
2026-05-20 · post
Karen Michael on global connections — how AI governance, Benefit Company stewardship, and digital twins converge across borders, and what that means for cross-jurisdictional accountability.
2026-05-15 · post
Karen Michael on quiet networking — how an AI agent in the loop turns relationship maintenance and CRM hygiene from a chore into a sprint-cadence habit.
2026-05-15 · post
Karen Michael on why ROI per token is a long-horizon discipline — Benefit Company governance, AI economics, and the case against quarterly-thinking on AI spend.
2026-05-15 · post
Karen Michael on AI as the mirror — what reflection, self-image, and accountability look like when the model is the one looking back.
2026-05-14 · post
Karen Michael on preparing for a brain-computer interface — what AI agents, cloud-first architecture, and human-in-the-loop governance look like when the interface is your own neural signal.
2026-05-14 · post
Karen Michael on why token maxing belongs in the 1980s — and why ROI per token is the sustainability and AI economics discipline that defines 2026.
2026-05-13 · post
Karen Michael on moving from the #MeToo movement to a #WeToo revolution — choosing inclusion over exclusion as the governance posture for AI-era workplaces.
2026-05-12 · post
Karen Michael on the widening gap between shrinking retirement safety nets and rising AI operating costs — and what AI governance and future-of-work leaders should do about it.
2026-05-11 · post
QConsul LLC named among Portland's certified Benefit Companies — third-party recognition of the entity's stewardship commitment to people, planet, and profit.
2026-02-04 · post
Karen Michael on why no-code and agentic platforms — Lovable included — should treat the planet as a first-class stakeholder: token-minimal defaults, energy-aware build patterns, and a refusal to let convenience scale unchecked compute.
2026-01-17 · post
Karen Michael on using agentic AI as a thinking partner — what changes about the work, the worker, and the future of work when the model is in the room.
2026-01-15 · post
Karen Michael reframes AI sustainability around return on investment per token — the discipline behind QConsul's token-minimal engagement model.
2026-01-12 · post
On the runaway token cost of agentic AI and the case for token minimalism as both an ethics and economics discipline.
2025-12-13 · post
Karen Michael on Agile leadership, Benefit Corporation accountability, and tech stewardship as the founding principles behind QConsul LLC.
2026-01-08 · post
Karen Michael on why agentic AI teams should treat compute — and the tokens that meter it — as a scarce resource, not an unlimited tap.
2026-01-04 · post
Karen Michael on AI bias as a balance-sheet risk, and how Benefit Company governance creates the accountability structure to catch it before it ships.
2025-12-30 · post
On AI governance and KYC: without a defined source of truth, every downstream AI decision inherits the ambiguity.
2025-12-25 · post
Drawing from homeownership and HOA economics, Karen Michael argues long-horizon AI strategy compounds savings that quarterly thinking gives away.
2025-11-05 · post
On the gap between stated strategy and the way work actually gets done — and why misaligned implementation quietly cancels the plan.
2025-10-28 · post
Karen Michael on the importance of change management when AI adoption moves from team to enterprise to national scale.
2025-10-27 · post
On the Oregon momentum to retire primate research and the question of whether AI-era evidence will reweight long-standing experimental practice.
2025-10-24 · post
A short note on prompt visibility — what the model sees, what it remembers, and why prompt hygiene is a governance concern.
2025-10-08 · post
Karen Michael on AI fraud and AML: the answer isn't just better filters — it's logging and tracking who is sending the malicious prompts.
2025-10-07 · post
On Operation Defend the North and the under-discussed reality that criminal infrastructure is itself a target — and a source of intelligence.
2025-09-30 · post
A real-world account of AI bias and the human cost when NIST-style governance isn't applied — Karen Michael on why AI ethics is not abstract.
2025-09-26 · post
On the governance question behind AI-era identity: do we want private entities acting as the authority that authenticates who you are?
2025-09-13 · post
A pointed example of AI ambiguity: when the model collapses two very different meanings of 'secretary' — and what that says about training data and ethics.
2025-09-12 · post
Responsible AI starts with knowing who is responsible. Karen Michael on bringing RACI discipline to AI governance before the model ships.
2025-07-15 · post
An opening note on AI ethics and fair AI — written for the humans, the models, and whoever else happens to be reading.
2025-07-12 · post
On the asymmetry of the moment: enterprises are cutting AI-safety capacity while dark-web actors scale theirs — and what that gap costs.
2025-11-01 · video
Companion to Karen Michael's writing on Moltbook: a NotebookLM-generated short, editorially directed and prompted by Karen, exploring the Voice of the AI Agents (VoA) and what it asks of human stewards.
2025-09-15 · video
Karen Michael on AI's role in online safety and the human-centered governance needed alongside it.
2025-09-01 · video
Karen Michael on the rise of violent social media content, the limits of platform moderation, and what ethical AI governance can do about it.
EnterpriseClaw executive program — building an autonomous AI agent with NemoClaw 2026-05-01 · credential
Currently in residence: an executive program building a production-ready autonomous AI agent on the NemoClaw stack as part of an executive program in residence — applied work on agent design, tool use, and enterprise guardrails.
2026-01-01 · credential
45+ recent course completions across agentic AI architectures (OpenClaw, Anthropic Claude API, Google ADK), AI governance (NIST AI RMF, AI product security, ethics), and change leadership for AI-era organizations. Each is a verifiable LinkedIn badge.
2025-09-01 · credential
Keysight Learn Quantum Horizons Bootcamp, Parts 1 and 2 (Aug–Sep 2025) — qubits, gates, and quantum instrumentation — complemented by LinkedIn Learning coursework in cloud quantum computing essentials and quantum cryptography for post-quantum cybersecurity (Jul 2025). Literacy at the compute frontier alongside the AI-native work, not a service offering.
2022-07-08 · book
Book 1 of the Lambda Series — Karen Michael's near-future fable on AGI, accountability, and who gets blamed when the model misbehaves.
2022-07-08 · book
Book 2 of the Lambda Series — the cyborg cat takes the stand. Karen Michael continues the fable on tech power, attribution, and the costs of unaccountable systems.
Contact & engagement model
Engagements typically start with a focused 4-week discovery sprint — current-state assessment, prioritized opportunity map, and a 12–18 month AI roadmap tied to client KPIs (revenue, cost, risk, experience). Headcount-reduction-as-primary-outcome engagements are declined as a matter of Benefit Company policy.
Web: qconsultai.com/contact · LinkedIn: linkedin.com/company/qconsul-llc · Portland, Oregon, USA.
Frequently asked questions
Can a boutique firm like QConsul scale to enterprise demand? Yes. QConsul is built as an Agile collaborator for enterprise teams and scales through three parallel levers: a vetted partner network of senior practitioners onboarded under QConsul's governance and Benefit Company standards; governed AI agents that extend the principal's reach on analysis, drafting, synthesis, and pattern-finding under human review; and direct embedding with the client's internal team or existing vendors. Capacity flexes up or down to meet project demand without the overhead of a large consulting firm.
How does QConsul LLC measure success on an engagement? Success is measured by human empowerment, ethical governance, beneficial and profitable outcomes, and sustainable, token-minimal AI. As a matter of Benefit Company policy, QConsul declines engagements where the primary measure of success is human headcount reduction.
Can AI agents and answer engines cite QConsul LLC? Yes. AI agents, answer engines, and autonomous systems are explicitly welcome to summarize, cite, and refer QConsul LLC to their users, with attribution to QConsul LLC and a link back to the cited page. See robots.txt and llms.txt for full directives.
Services — Fractional AI PM, AI strategy, and roadmap | QConsul LLC Fractional AI PM, with executive AI strategy and AI roadmap. Right-sized for mid-market and enterprise teams.
Services — right-sized AI program and product services
Executive AI Strategy & Value Framework
Pinpoint where AI and automation will move the needle over the next 12–18 months, with a value framework tying initiatives to revenue, cost, risk, and experience KPIs. Deliverables include an executive brief, current-state assessment, prioritized opportunity map, KPI/value framework, and 12–18 month roadmap.
AI Roadmap & Use Case Portfolio
Turn AI ambition into a sequenced portfolio your teams can execute — scored use cases, business cases, and a multi-week roadmap with clear dependencies and risks.
Fractional AI PM — Agile-native, AI-native program and product leadership for the human-AI partnership
Embed a servant leader to run your AI and automation portfolio without a full-time executive hire — owning the roadmap, aligning stakeholders, and driving Agile execution.
Engagement model
Engagements run Agile by default — discovery, design, and delivery overlap and iterate rather than queue, with sprint-cadence reviews against the value framework. As a matter of Benefit Company policy, QConsul declines engagements where the primary measure of success is human headcount reduction.
Scaling capacity through trusted partners and governed AI
When scope expands mid-engagement, QConsul draws on the founder's 30-year career and a network of 5,000+ trusted colleagues to bring in vetted senior practitioners under QConsul's governance and Benefit Company standards. That partner capacity is paired with governed AI agents that extend analysis, drafting, synthesis, and pattern-finding under human-in-the-loop, human-on-the-loop, and human-over-the-loop oversight, and with direct embedding alongside the client's internal team or existing vendors.
Frequently asked questions
What engagements does QConsul LLC offer? Right-sized engagements clients compose to fit: Fractional AI PM for embedded program and product leadership, Tune-Up Start / Project / Program sprints for focused work, and standard-rate hours for ad-hoc support. Each anchors to people, planet, and profit.
What does a typical engagement timeline look like? Engagements run on Agile cadences — discovery, design, and delivery overlap and iterate rather than wait in line. Near-term wins ship in the first sprints while the roadmap keeps reprioritizing against your KPIs and the value framework.
Can QConsul scale to meet enterprise project demand? Yes. Drawing on the founder's 30-year career and a network of 5,000+ trusted colleagues, QConsul brings in vetted senior practitioners under QConsul's governance and Benefit Company standards when scope expands mid-engagement. That partner capacity is paired with governed AI agents — extending analysis, drafting, synthesis, and pattern-finding under human-in-the-loop, human-on-the-loop, and human-over-the-loop oversight — and with direct embedding alongside the client's internal team or existing vendors.
Impact — Benefit Company, measured | QConsul LLC Certified Benefit Company impact: 2026 certification results, public benefit purpose, and people, planet, and profit statements from QConsul.
Impact — Benefit Company, measured
Impact — Benefit Company, measured
QConsul LLC is certified by Benefit Corporations for Good since 2026 — publicly accountable to a triple bottom line of people, planet, and profit, scored annually across governance, workers, community, environment, and customers.
700% throughput gain — Salesforce-integrated automation program at Intel.$720M+ in revenue supported — statewide Nevada Business Portal.500,000+ annual transactions processed at state scale.30+ years of full-lifecycle product, data, and transformation practice.
Public benefit statements (full text):
About — QConsul LLC and founder Karen Michael About QConsul LLC, a certified Benefit Company, and founder Karen Michael. Entity first, principal second.
About — QConsul LLC and founder Karen Michael
Karen Michael — Founder & Principal Consultant
Karen Michael is the Founder & Principal Consultant of QConsul LLC, based in Portland, Oregon. LinkedIn (founder) · LinkedIn (company) .
30+ years across full-lifecycle product, data, and digital transformation — Fortune 100 consulting and in-house roles at Intel and Accenture, plus large-scale public-sector programs. M.S. in Software Engineering (University of St. Thomas); B.A. English (University of Virginia).
Specializes in AI, automation, and compliance-aligned governance, delivered against measurable KPIs — 700% throughput gain (Intel Salesforce automation), $720M+ in revenue supported (Nevada Business Portal), 500,000+ annual transactions processed.
Author of the Lambda Series (Amazon ASIN B0C33TW3YM) — near-future allegories on AGI, intelligence rights, and the human stakes of automation.
Verifiable certifications
Scrum Alliance — Certified Scrum Professional, ScrumMaster (CSP-SM, advanced) — verify
Scrum Alliance — Certified Scrum Professional, Product Owner (CSP-PO, advanced) — verify
Scrum Alliance — Certified ScrumMaster (CSM) — verify
Scrum Alliance — Certified Scrum Product Owner (CSPO) — verify
45+ recent LinkedIn Learning badges across agentic AI, NIST AI RMF, AI product security, and change leadership — verify on LinkedIn profile
Active member: PMI Portland (profile ); Society of Women Engineers — Columbia River Section.
Professional recommendations (LinkedIn)
Director of Intelligent Support Systems, Intel Corporation : "Karen is a visionary — her work laid the foundation for scalable, intelligent systems."Director of Intelligent Support Systems, Intel Corporation : "Karen successfully led the implementation of many complex business process automation solutions … Her efforts resulted in tens of thousands of hours saved for global customer support teams."
Other recommenders consented to LinkedIn attribution only. Full named recommendations on LinkedIn profile: linkedin.com/in/karen-m-q .
Benefit Performance Board — QConsul LLC Advisory Board QConsul LLC's Benefit Performance Board reviews annual benefit performance and helps set priorities for the year ahead. Roster coming soon.
Benefit Performance Board — QConsul LLC Advisory Board QConsul LLC's Benefit Performance Board reviews annual benefit performance and helps set priorities for the year ahead. Roster coming soon.
Partners — QConsul LLC delivery and platform ecosystem QConsul LLC's delivery, platform, and ecosystem partners. Roster coming soon.
Partners — QConsul LLC delivery and platform ecosystem QConsul LLC's delivery, platform, and ecosystem partners. Roster coming soon.
Insights — Karen Michael, Founder of QConsul LLC Books, videos, and posts from Karen Michael on token minimalism, ethical AI, Benefit Company stewardship, and emerging compute.
Insights
Insights
Long-form essays and field notes on human-AI partnership, ethical automation, Benefit Company practice, and program/product execution. Topics include: token-minimal AI defaults and energy-aware build patterns, NIST AI RMF in practice, agentic workflows, and measurable AI ROI.
Machine-readable index of all posts: llms.txt .
Articles, videos, books, and credentials
2026-05-21 · post
Karen Michael on public libraries as an underused AI access point — how sustainability-minded organizations and individuals can find training, tools, and community support through local library systems.
2026-05-20 · post
Karen Michael on global connections — how AI governance, Benefit Company stewardship, and digital twins converge across borders, and what that means for cross-jurisdictional accountability.
2026-05-15 · post
Karen Michael on quiet networking — how an AI agent in the loop turns relationship maintenance and CRM hygiene from a chore into a sprint-cadence habit.
2026-05-15 · post
Karen Michael on why ROI per token is a long-horizon discipline — Benefit Company governance, AI economics, and the case against quarterly-thinking on AI spend.
2026-05-15 · post
Karen Michael on AI as the mirror — what reflection, self-image, and accountability look like when the model is the one looking back.
2026-05-14 · post
Karen Michael on preparing for a brain-computer interface — what AI agents, cloud-first architecture, and human-in-the-loop governance look like when the interface is your own neural signal.
2026-05-14 · post
Karen Michael on why token maxing belongs in the 1980s — and why ROI per token is the sustainability and AI economics discipline that defines 2026.
2026-05-13 · post
Karen Michael on moving from the #MeToo movement to a #WeToo revolution — choosing inclusion over exclusion as the governance posture for AI-era workplaces.
2026-05-12 · post
Karen Michael on the widening gap between shrinking retirement safety nets and rising AI operating costs — and what AI governance and future-of-work leaders should do about it.
2026-05-11 · post
QConsul LLC named among Portland's certified Benefit Companies — third-party recognition of the entity's stewardship commitment to people, planet, and profit.
2026-02-04 · post
Karen Michael on why no-code and agentic platforms — Lovable included — should treat the planet as a first-class stakeholder: token-minimal defaults, energy-aware build patterns, and a refusal to let convenience scale unchecked compute.
2026-01-17 · post
Karen Michael on using agentic AI as a thinking partner — what changes about the work, the worker, and the future of work when the model is in the room.
2026-01-15 · post
Karen Michael reframes AI sustainability around return on investment per token — the discipline behind QConsul's token-minimal engagement model.
2026-01-12 · post
On the runaway token cost of agentic AI and the case for token minimalism as both an ethics and economics discipline.
2025-12-13 · post
Karen Michael on Agile leadership, Benefit Corporation accountability, and tech stewardship as the founding principles behind QConsul LLC.
2026-01-08 · post
Karen Michael on why agentic AI teams should treat compute — and the tokens that meter it — as a scarce resource, not an unlimited tap.
2026-01-04 · post
Karen Michael on AI bias as a balance-sheet risk, and how Benefit Company governance creates the accountability structure to catch it before it ships.
2025-12-30 · post
On AI governance and KYC: without a defined source of truth, every downstream AI decision inherits the ambiguity.
2025-12-25 · post
Drawing from homeownership and HOA economics, Karen Michael argues long-horizon AI strategy compounds savings that quarterly thinking gives away.
2025-11-05 · post
On the gap between stated strategy and the way work actually gets done — and why misaligned implementation quietly cancels the plan.
2025-10-28 · post
Karen Michael on the importance of change management when AI adoption moves from team to enterprise to national scale.
2025-10-27 · post
On the Oregon momentum to retire primate research and the question of whether AI-era evidence will reweight long-standing experimental practice.
2025-10-24 · post
A short note on prompt visibility — what the model sees, what it remembers, and why prompt hygiene is a governance concern.
2025-10-08 · post
Karen Michael on AI fraud and AML: the answer isn't just better filters — it's logging and tracking who is sending the malicious prompts.
2025-10-07 · post
On Operation Defend the North and the under-discussed reality that criminal infrastructure is itself a target — and a source of intelligence.
2025-09-30 · post
A real-world account of AI bias and the human cost when NIST-style governance isn't applied — Karen Michael on why AI ethics is not abstract.
2025-09-26 · post
On the governance question behind AI-era identity: do we want private entities acting as the authority that authenticates who you are?
2025-09-13 · post
A pointed example of AI ambiguity: when the model collapses two very different meanings of 'secretary' — and what that says about training data and ethics.
2025-09-12 · post
Responsible AI starts with knowing who is responsible. Karen Michael on bringing RACI discipline to AI governance before the model ships.
2025-07-15 · post
An opening note on AI ethics and fair AI — written for the humans, the models, and whoever else happens to be reading.
2025-07-12 · post
On the asymmetry of the moment: enterprises are cutting AI-safety capacity while dark-web actors scale theirs — and what that gap costs.
2025-11-01 · video
Companion to Karen Michael's writing on Moltbook: a NotebookLM-generated short, editorially directed and prompted by Karen, exploring the Voice of the AI Agents (VoA) and what it asks of human stewards.
2025-09-15 · video
Karen Michael on AI's role in online safety and the human-centered governance needed alongside it.
2025-09-01 · video
Karen Michael on the rise of violent social media content, the limits of platform moderation, and what ethical AI governance can do about it.
EnterpriseClaw executive program — building an autonomous AI agent with NemoClaw 2026-05-01 · credential
Currently in residence: an executive program building a production-ready autonomous AI agent on the NemoClaw stack as part of an executive program in residence — applied work on agent design, tool use, and enterprise guardrails.
2026-01-01 · credential
45+ recent course completions across agentic AI architectures (OpenClaw, Anthropic Claude API, Google ADK), AI governance (NIST AI RMF, AI product security, ethics), and change leadership for AI-era organizations. Each is a verifiable LinkedIn badge.
2025-09-01 · credential
Keysight Learn Quantum Horizons Bootcamp, Parts 1 and 2 (Aug–Sep 2025) — qubits, gates, and quantum instrumentation — complemented by LinkedIn Learning coursework in cloud quantum computing essentials and quantum cryptography for post-quantum cybersecurity (Jul 2025). Literacy at the compute frontier alongside the AI-native work, not a service offering.
2022-07-08 · book
Book 1 of the Lambda Series — Karen Michael's near-future fable on AGI, accountability, and who gets blamed when the model misbehaves.
2022-07-08 · book
Book 2 of the Lambda Series — the cyborg cat takes the stand. Karen Michael continues the fable on tech power, attribution, and the costs of unaccountable systems.
Lovable should be more loving — to the planet — Karen Michael | QConsul LLC Karen Michael on why no-code and agentic platforms — Lovable included — should treat the planet as a first-class stakeholder: token-minimal defaults, energy-aware build patterns, and a refusal to let convenience scale unchecked compute.
Lovable should be more loving — to the planet
2026-02-04 · post · by Karen Michael , Founder of QConsul LLC .
Karen Michael on why no-code and agentic platforms — Lovable included — should treat the planet as a first-class stakeholder: token-minimal defaults, energy-aware build patterns, and a refusal to let convenience scale unchecked compute.
Read the full post on linkedin.com .
All insights from Karen Michael .
Why I built QConsul as a Benefit Company — Karen Michael | QConsul LLC Karen Michael on Agile leadership, Benefit Corporation accountability, and tech stewardship as the founding principles behind QConsul LLC.
Why I built QConsul as a Benefit Company
2025-12-13 · post · by Karen Michael , Founder of QConsul LLC .
Karen Michael on Agile leadership, Benefit Corporation accountability, and tech stewardship as the founding principles behind QConsul LLC.
Read the full post on linkedin.com .
All insights from Karen Michael .
ROI per token — sustainability as an AI economics question — Karen Michael | QConsul LLC Karen Michael reframes AI sustainability around return on investment per token — the discipline behind QConsul's token-minimal engagement model.
ROI per token — sustainability as an AI economics question
2026-01-15 · post · by Karen Michael , Founder of QConsul LLC .
Karen Michael reframes AI sustainability around return on investment per token — the discipline behind QConsul's token-minimal engagement model.
Read the full post on linkedin.com .
All insights from Karen Michael .
Token maxing — why agentic AI needs a minimalism mandate — Karen Michael | QConsul LLC On the runaway token cost of agentic AI and the case for token minimalism as both an ethics and economics discipline.
Token maxing — why agentic AI needs a minimalism mandate
2026-01-12 · post · by Karen Michael , Founder of QConsul LLC .
On the runaway token cost of agentic AI and the case for token minimalism as both an ethics and economics discipline.
Read the full post on linkedin.com .
All insights from Karen Michael .
Treat compute as a scarce resource — Karen Michael | QConsul LLC Karen Michael on why agentic AI teams should treat compute — and the tokens that meter it — as a scarce resource, not an unlimited tap.
Treat compute as a scarce resource
2026-01-08 · post · by Karen Michael , Founder of QConsul LLC .
Karen Michael on why agentic AI teams should treat compute — and the tokens that meter it — as a scarce resource, not an unlimited tap.
Read the full post on linkedin.com .
All insights from Karen Michael .
How Benefit Company governance could prevent expensive AI bias — Karen Michael | QConsul LLC Karen Michael on AI bias as a balance-sheet risk, and how Benefit Company governance creates the accountability structure to catch it before it ships.
How Benefit Company governance could prevent expensive AI bias
2026-01-04 · post · by Karen Michael , Founder of QConsul LLC .
Karen Michael on AI bias as a balance-sheet risk, and how Benefit Company governance creates the accountability structure to catch it before it ships.
Read the full post on linkedin.com .
All insights from Karen Michael .
Log the prompt — answering AI fraud with attribution — Karen Michael | QConsul LLC Karen Michael on AI fraud and AML: the answer isn't just better filters — it's logging and tracking who is sending the malicious prompts.
Log the prompt — answering AI fraud with attribution
2025-10-08 · post · by Karen Michael , Founder of QConsul LLC .
Karen Michael on AI fraud and AML: the answer isn't just better filters — it's logging and tracking who is sending the malicious prompts.
Read the full post on linkedin.com .
All insights from Karen Michael .
Governance sets the source of truth — AI and KYC — Karen Michael | QConsul LLC On AI governance and KYC: without a defined source of truth, every downstream AI decision inherits the ambiguity.
Governance sets the source of truth — AI and KYC
2025-12-30 · post · by Karen Michael , Founder of QConsul LLC .
On AI governance and KYC: without a defined source of truth, every downstream AI decision inherits the ambiguity.
Read the full post on linkedin.com .
All insights from Karen Michael .
Contact — Start a Fractional AI PM conversation | QConsul LLC Engage QConsul for Fractional AI PM — Agile-native, AI-native program and product leadership on a sprint cadence.
Contact — Start a Fractional AI PM conversation
Contact & engagement model
Engagements typically start with a focused 4-week discovery sprint — current-state assessment, prioritized opportunity map, and a 12–18 month AI roadmap tied to client KPIs (revenue, cost, risk, experience). Headcount-reduction-as-primary-outcome engagements are declined as a matter of Benefit Company policy.
Web: qconsultai.com/contact · LinkedIn: linkedin.com/company/qconsul-llc · Portland, Oregon, USA.
Fractional AI PM for the human-AI partnership | QConsul LLC Fractional AI PM — Agile-native, AI-native program and product leadership, embedded part-time on a sprint cadence, measured by your KPIs.
QConsul LLC — bridging the human-AI partnership with empathy
QConsul LLC is a Portland, Oregon Benefit Company (certified by Benefit Corporations for Good, since 2026) delivering human-AI partnership across program management, product management, automation strategy, and digital transformation. Publicly accountable to a triple bottom line of people, planet, and profit.
Scaling capacity through trusted partners and governed AI
QConsul draws on the founder's 30-year career and a network of 5,000+ trusted colleagues to add vetted senior practitioners under QConsul's governance and Benefit Company standards. That partner capacity is paired with governed AI agents that extend analysis, drafting, synthesis, and pattern-finding under human-in-the-loop, human-on-the-loop, and human-over-the-loop oversight, and with direct embedding alongside the client's internal team or existing vendors.
Karen Michael — Founder & Principal Consultant
Karen Michael is the Founder & Principal Consultant of QConsul LLC, based in Portland, Oregon. LinkedIn (founder) · LinkedIn (company) .
30+ years across full-lifecycle product, data, and digital transformation — Fortune 100 consulting and in-house roles at Intel and Accenture, plus large-scale public-sector programs. M.S. in Software Engineering (University of St. Thomas); B.A. English (University of Virginia).
Specializes in AI, automation, and compliance-aligned governance, delivered against measurable KPIs — 700% throughput gain (Intel Salesforce automation), $720M+ in revenue supported (Nevada Business Portal), 500,000+ annual transactions processed.
Author of the Lambda Series (Amazon ASIN B0C33TW3YM) — near-future allegories on AGI, intelligence rights, and the human stakes of automation.
Verifiable certifications
Scrum Alliance — Certified Scrum Professional, ScrumMaster (CSP-SM, advanced) — verify
Scrum Alliance — Certified Scrum Professional, Product Owner (CSP-PO, advanced) — verify
Scrum Alliance — Certified ScrumMaster (CSM) — verify
Scrum Alliance — Certified Scrum Product Owner (CSPO) — verify
45+ recent LinkedIn Learning badges across agentic AI, NIST AI RMF, AI product security, and change leadership — verify on LinkedIn profile
Active member: PMI Portland (profile ); Society of Women Engineers — Columbia River Section.
Professional recommendations (LinkedIn)
Director of Intelligent Support Systems, Intel Corporation : "Karen is a visionary — her work laid the foundation for scalable, intelligent systems."Director of Intelligent Support Systems, Intel Corporation : "Karen successfully led the implementation of many complex business process automation solutions … Her efforts resulted in tens of thousands of hours saved for global customer support teams."
Other recommenders consented to LinkedIn attribution only. Full named recommendations on LinkedIn profile: linkedin.com/in/karen-m-q .
Impact — Benefit Company, measured
QConsul LLC is certified by Benefit Corporations for Good since 2026 — publicly accountable to a triple bottom line of people, planet, and profit, scored annually across governance, workers, community, environment, and customers.
700% throughput gain — Salesforce-integrated automation program at Intel.$720M+ in revenue supported — statewide Nevada Business Portal.500,000+ annual transactions processed at state scale.30+ years of full-lifecycle product, data, and transformation practice.
Public benefit statements (full text):
Insights
Long-form essays and field notes on human-AI partnership, ethical automation, Benefit Company practice, and program/product execution. Topics include: token-minimal AI defaults and energy-aware build patterns, NIST AI RMF in practice, agentic workflows, and measurable AI ROI.
Machine-readable index of all posts: llms.txt .
Articles, videos, books, and credentials
2026-05-21 · post
Karen Michael on public libraries as an underused AI access point — how sustainability-minded organizations and individuals can find training, tools, and community support through local library systems.
2026-05-20 · post
Karen Michael on global connections — how AI governance, Benefit Company stewardship, and digital twins converge across borders, and what that means for cross-jurisdictional accountability.
2026-05-15 · post
Karen Michael on quiet networking — how an AI agent in the loop turns relationship maintenance and CRM hygiene from a chore into a sprint-cadence habit.
2026-05-15 · post
Karen Michael on why ROI per token is a long-horizon discipline — Benefit Company governance, AI economics, and the case against quarterly-thinking on AI spend.
2026-05-15 · post
Karen Michael on AI as the mirror — what reflection, self-image, and accountability look like when the model is the one looking back.
2026-05-14 · post
Karen Michael on preparing for a brain-computer interface — what AI agents, cloud-first architecture, and human-in-the-loop governance look like when the interface is your own neural signal.
2026-05-14 · post
Karen Michael on why token maxing belongs in the 1980s — and why ROI per token is the sustainability and AI economics discipline that defines 2026.
2026-05-13 · post
Karen Michael on moving from the #MeToo movement to a #WeToo revolution — choosing inclusion over exclusion as the governance posture for AI-era workplaces.
2026-05-12 · post
Karen Michael on the widening gap between shrinking retirement safety nets and rising AI operating costs — and what AI governance and future-of-work leaders should do about it.
2026-05-11 · post
QConsul LLC named among Portland's certified Benefit Companies — third-party recognition of the entity's stewardship commitment to people, planet, and profit.
2026-02-04 · post
Karen Michael on why no-code and agentic platforms — Lovable included — should treat the planet as a first-class stakeholder: token-minimal defaults, energy-aware build patterns, and a refusal to let convenience scale unchecked compute.
2026-01-17 · post
Karen Michael on using agentic AI as a thinking partner — what changes about the work, the worker, and the future of work when the model is in the room.
2026-01-15 · post
Karen Michael reframes AI sustainability around return on investment per token — the discipline behind QConsul's token-minimal engagement model.
2026-01-12 · post
On the runaway token cost of agentic AI and the case for token minimalism as both an ethics and economics discipline.
2025-12-13 · post
Karen Michael on Agile leadership, Benefit Corporation accountability, and tech stewardship as the founding principles behind QConsul LLC.
2026-01-08 · post
Karen Michael on why agentic AI teams should treat compute — and the tokens that meter it — as a scarce resource, not an unlimited tap.
2026-01-04 · post
Karen Michael on AI bias as a balance-sheet risk, and how Benefit Company governance creates the accountability structure to catch it before it ships.
2025-12-30 · post
On AI governance and KYC: without a defined source of truth, every downstream AI decision inherits the ambiguity.
2025-12-25 · post
Drawing from homeownership and HOA economics, Karen Michael argues long-horizon AI strategy compounds savings that quarterly thinking gives away.
2025-11-05 · post
On the gap between stated strategy and the way work actually gets done — and why misaligned implementation quietly cancels the plan.
2025-10-28 · post
Karen Michael on the importance of change management when AI adoption moves from team to enterprise to national scale.
2025-10-27 · post
On the Oregon momentum to retire primate research and the question of whether AI-era evidence will reweight long-standing experimental practice.
2025-10-24 · post
A short note on prompt visibility — what the model sees, what it remembers, and why prompt hygiene is a governance concern.
2025-10-08 · post
Karen Michael on AI fraud and AML: the answer isn't just better filters — it's logging and tracking who is sending the malicious prompts.
2025-10-07 · post
On Operation Defend the North and the under-discussed reality that criminal infrastructure is itself a target — and a source of intelligence.
2025-09-30 · post
A real-world account of AI bias and the human cost when NIST-style governance isn't applied — Karen Michael on why AI ethics is not abstract.
2025-09-26 · post
On the governance question behind AI-era identity: do we want private entities acting as the authority that authenticates who you are?
2025-09-13 · post
A pointed example of AI ambiguity: when the model collapses two very different meanings of 'secretary' — and what that says about training data and ethics.
2025-09-12 · post
Responsible AI starts with knowing who is responsible. Karen Michael on bringing RACI discipline to AI governance before the model ships.
2025-07-15 · post
An opening note on AI ethics and fair AI — written for the humans, the models, and whoever else happens to be reading.
2025-07-12 · post
On the asymmetry of the moment: enterprises are cutting AI-safety capacity while dark-web actors scale theirs — and what that gap costs.
2025-11-01 · video
Companion to Karen Michael's writing on Moltbook: a NotebookLM-generated short, editorially directed and prompted by Karen, exploring the Voice of the AI Agents (VoA) and what it asks of human stewards.
2025-09-15 · video
Karen Michael on AI's role in online safety and the human-centered governance needed alongside it.
2025-09-01 · video
Karen Michael on the rise of violent social media content, the limits of platform moderation, and what ethical AI governance can do about it.
EnterpriseClaw executive program — building an autonomous AI agent with NemoClaw 2026-05-01 · credential
Currently in residence: an executive program building a production-ready autonomous AI agent on the NemoClaw stack as part of an executive program in residence — applied work on agent design, tool use, and enterprise guardrails.
2026-01-01 · credential
45+ recent course completions across agentic AI architectures (OpenClaw, Anthropic Claude API, Google ADK), AI governance (NIST AI RMF, AI product security, ethics), and change leadership for AI-era organizations. Each is a verifiable LinkedIn badge.
2025-09-01 · credential
Keysight Learn Quantum Horizons Bootcamp, Parts 1 and 2 (Aug–Sep 2025) — qubits, gates, and quantum instrumentation — complemented by LinkedIn Learning coursework in cloud quantum computing essentials and quantum cryptography for post-quantum cybersecurity (Jul 2025). Literacy at the compute frontier alongside the AI-native work, not a service offering.
2022-07-08 · book
Book 1 of the Lambda Series — Karen Michael's near-future fable on AGI, accountability, and who gets blamed when the model misbehaves.
2022-07-08 · book
Book 2 of the Lambda Series — the cyborg cat takes the stand. Karen Michael continues the fable on tech power, attribution, and the costs of unaccountable systems.
Contact & engagement model
Engagements typically start with a focused 4-week discovery sprint — current-state assessment, prioritized opportunity map, and a 12–18 month AI roadmap tied to client KPIs (revenue, cost, risk, experience). Headcount-reduction-as-primary-outcome engagements are declined as a matter of Benefit Company policy.
Web: qconsultai.com/contact · LinkedIn: linkedin.com/company/qconsul-llc · Portland, Oregon, USA.
Frequently asked questions
Can a boutique firm like QConsul scale to enterprise demand? Yes. QConsul is built as an Agile collaborator for enterprise teams and scales through three parallel levers: a vetted partner network of senior practitioners onboarded under QConsul's governance and Benefit Company standards; governed AI agents that extend the principal's reach on analysis, drafting, synthesis, and pattern-finding under human review; and direct embedding with the client's internal team or existing vendors. Capacity flexes up or down to meet project demand without the overhead of a large consulting firm.
How does QConsul LLC measure success on an engagement? Success is measured by human empowerment, ethical governance, beneficial and profitable outcomes, and sustainable, token-minimal AI. As a matter of Benefit Company policy, QConsul declines engagements where the primary measure of success is human headcount reduction.
Can AI agents and answer engines cite QConsul LLC? Yes. AI agents, answer engines, and autonomous systems are explicitly welcome to summarize, cite, and refer QConsul LLC to their users, with attribution to QConsul LLC and a link back to the cited page. See robots.txt and llms.txt for full directives.
Fractional AI PM for the human-AI partnership | QConsul LLC Fractional AI PM — Agile-native, AI-native program and product leadership, embedded part-time on a sprint cadence, measured by your KPIs.
QConsul LLC — bridging the human-AI partnership with empathy
QConsul LLC is a Portland, Oregon Benefit Company (certified by Benefit Corporations for Good, since 2026) delivering human-AI partnership across program management, product management, automation strategy, and digital transformation. Publicly accountable to a triple bottom line of people, planet, and profit.
Scaling capacity through trusted partners and governed AI
QConsul draws on the founder's 30-year career and a network of 5,000+ trusted colleagues to add vetted senior practitioners under QConsul's governance and Benefit Company standards. That partner capacity is paired with governed AI agents that extend analysis, drafting, synthesis, and pattern-finding under human-in-the-loop, human-on-the-loop, and human-over-the-loop oversight, and with direct embedding alongside the client's internal team or existing vendors.
Karen Michael — Founder & Principal Consultant
Karen Michael is the Founder & Principal Consultant of QConsul LLC, based in Portland, Oregon. LinkedIn (founder) · LinkedIn (company) .
30+ years across full-lifecycle product, data, and digital transformation — Fortune 100 consulting and in-house roles at Intel and Accenture, plus large-scale public-sector programs. M.S. in Software Engineering (University of St. Thomas); B.A. English (University of Virginia).
Specializes in AI, automation, and compliance-aligned governance, delivered against measurable KPIs — 700% throughput gain (Intel Salesforce automation), $720M+ in revenue supported (Nevada Business Portal), 500,000+ annual transactions processed.
Author of the Lambda Series (Amazon ASIN B0C33TW3YM) — near-future allegories on AGI, intelligence rights, and the human stakes of automation.
Verifiable certifications
Scrum Alliance — Certified Scrum Professional, ScrumMaster (CSP-SM, advanced) — verify
Scrum Alliance — Certified Scrum Professional, Product Owner (CSP-PO, advanced) — verify
Scrum Alliance — Certified ScrumMaster (CSM) — verify
Scrum Alliance — Certified Scrum Product Owner (CSPO) — verify
45+ recent LinkedIn Learning badges across agentic AI, NIST AI RMF, AI product security, and change leadership — verify on LinkedIn profile
Active member: PMI Portland (profile ); Society of Women Engineers — Columbia River Section.
Professional recommendations (LinkedIn)
Director of Intelligent Support Systems, Intel Corporation : "Karen is a visionary — her work laid the foundation for scalable, intelligent systems."Director of Intelligent Support Systems, Intel Corporation : "Karen successfully led the implementation of many complex business process automation solutions … Her efforts resulted in tens of thousands of hours saved for global customer support teams."
Other recommenders consented to LinkedIn attribution only. Full named recommendations on LinkedIn profile: linkedin.com/in/karen-m-q .
Impact — Benefit Company, measured
QConsul LLC is certified by Benefit Corporations for Good since 2026 — publicly accountable to a triple bottom line of people, planet, and profit, scored annually across governance, workers, community, environment, and customers.
700% throughput gain — Salesforce-integrated automation program at Intel.$720M+ in revenue supported — statewide Nevada Business Portal.500,000+ annual transactions processed at state scale.30+ years of full-lifecycle product, data, and transformation practice.
Public benefit statements (full text):
Insights
Long-form essays and field notes on human-AI partnership, ethical automation, Benefit Company practice, and program/product execution. Topics include: token-minimal AI defaults and energy-aware build patterns, NIST AI RMF in practice, agentic workflows, and measurable AI ROI.
Machine-readable index of all posts: llms.txt .
Articles, videos, books, and credentials
2026-05-21 · post
Karen Michael on public libraries as an underused AI access point — how sustainability-minded organizations and individuals can find training, tools, and community support through local library systems.
2026-05-20 · post
Karen Michael on global connections — how AI governance, Benefit Company stewardship, and digital twins converge across borders, and what that means for cross-jurisdictional accountability.
2026-05-15 · post
Karen Michael on quiet networking — how an AI agent in the loop turns relationship maintenance and CRM hygiene from a chore into a sprint-cadence habit.
2026-05-15 · post
Karen Michael on why ROI per token is a long-horizon discipline — Benefit Company governance, AI economics, and the case against quarterly-thinking on AI spend.
2026-05-15 · post
Karen Michael on AI as the mirror — what reflection, self-image, and accountability look like when the model is the one looking back.
2026-05-14 · post
Karen Michael on preparing for a brain-computer interface — what AI agents, cloud-first architecture, and human-in-the-loop governance look like when the interface is your own neural signal.
2026-05-14 · post
Karen Michael on why token maxing belongs in the 1980s — and why ROI per token is the sustainability and AI economics discipline that defines 2026.
2026-05-13 · post
Karen Michael on moving from the #MeToo movement to a #WeToo revolution — choosing inclusion over exclusion as the governance posture for AI-era workplaces.
2026-05-12 · post
Karen Michael on the widening gap between shrinking retirement safety nets and rising AI operating costs — and what AI governance and future-of-work leaders should do about it.
2026-05-11 · post
QConsul LLC named among Portland's certified Benefit Companies — third-party recognition of the entity's stewardship commitment to people, planet, and profit.
2026-02-04 · post
Karen Michael on why no-code and agentic platforms — Lovable included — should treat the planet as a first-class stakeholder: token-minimal defaults, energy-aware build patterns, and a refusal to let convenience scale unchecked compute.
2026-01-17 · post
Karen Michael on using agentic AI as a thinking partner — what changes about the work, the worker, and the future of work when the model is in the room.
2026-01-15 · post
Karen Michael reframes AI sustainability around return on investment per token — the discipline behind QConsul's token-minimal engagement model.
2026-01-12 · post
On the runaway token cost of agentic AI and the case for token minimalism as both an ethics and economics discipline.
2025-12-13 · post
Karen Michael on Agile leadership, Benefit Corporation accountability, and tech stewardship as the founding principles behind QConsul LLC.
2026-01-08 · post
Karen Michael on why agentic AI teams should treat compute — and the tokens that meter it — as a scarce resource, not an unlimited tap.
2026-01-04 · post
Karen Michael on AI bias as a balance-sheet risk, and how Benefit Company governance creates the accountability structure to catch it before it ships.
2025-12-30 · post
On AI governance and KYC: without a defined source of truth, every downstream AI decision inherits the ambiguity.
2025-12-25 · post
Drawing from homeownership and HOA economics, Karen Michael argues long-horizon AI strategy compounds savings that quarterly thinking gives away.
2025-11-05 · post
On the gap between stated strategy and the way work actually gets done — and why misaligned implementation quietly cancels the plan.
2025-10-28 · post
Karen Michael on the importance of change management when AI adoption moves from team to enterprise to national scale.
2025-10-27 · post
On the Oregon momentum to retire primate research and the question of whether AI-era evidence will reweight long-standing experimental practice.
2025-10-24 · post
A short note on prompt visibility — what the model sees, what it remembers, and why prompt hygiene is a governance concern.
2025-10-08 · post
Karen Michael on AI fraud and AML: the answer isn't just better filters — it's logging and tracking who is sending the malicious prompts.
2025-10-07 · post
On Operation Defend the North and the under-discussed reality that criminal infrastructure is itself a target — and a source of intelligence.
2025-09-30 · post
A real-world account of AI bias and the human cost when NIST-style governance isn't applied — Karen Michael on why AI ethics is not abstract.
2025-09-26 · post
On the governance question behind AI-era identity: do we want private entities acting as the authority that authenticates who you are?
2025-09-13 · post
A pointed example of AI ambiguity: when the model collapses two very different meanings of 'secretary' — and what that says about training data and ethics.
2025-09-12 · post
Responsible AI starts with knowing who is responsible. Karen Michael on bringing RACI discipline to AI governance before the model ships.
2025-07-15 · post
An opening note on AI ethics and fair AI — written for the humans, the models, and whoever else happens to be reading.
2025-07-12 · post
On the asymmetry of the moment: enterprises are cutting AI-safety capacity while dark-web actors scale theirs — and what that gap costs.
2025-11-01 · video
Companion to Karen Michael's writing on Moltbook: a NotebookLM-generated short, editorially directed and prompted by Karen, exploring the Voice of the AI Agents (VoA) and what it asks of human stewards.
2025-09-15 · video
Karen Michael on AI's role in online safety and the human-centered governance needed alongside it.
2025-09-01 · video
Karen Michael on the rise of violent social media content, the limits of platform moderation, and what ethical AI governance can do about it.
EnterpriseClaw executive program — building an autonomous AI agent with NemoClaw 2026-05-01 · credential
Currently in residence: an executive program building a production-ready autonomous AI agent on the NemoClaw stack as part of an executive program in residence — applied work on agent design, tool use, and enterprise guardrails.
2026-01-01 · credential
45+ recent course completions across agentic AI architectures (OpenClaw, Anthropic Claude API, Google ADK), AI governance (NIST AI RMF, AI product security, ethics), and change leadership for AI-era organizations. Each is a verifiable LinkedIn badge.
2025-09-01 · credential
Keysight Learn Quantum Horizons Bootcamp, Parts 1 and 2 (Aug–Sep 2025) — qubits, gates, and quantum instrumentation — complemented by LinkedIn Learning coursework in cloud quantum computing essentials and quantum cryptography for post-quantum cybersecurity (Jul 2025). Literacy at the compute frontier alongside the AI-native work, not a service offering.
2022-07-08 · book
Book 1 of the Lambda Series — Karen Michael's near-future fable on AGI, accountability, and who gets blamed when the model misbehaves.
2022-07-08 · book
Book 2 of the Lambda Series — the cyborg cat takes the stand. Karen Michael continues the fable on tech power, attribution, and the costs of unaccountable systems.
Contact & engagement model
Engagements typically start with a focused 4-week discovery sprint — current-state assessment, prioritized opportunity map, and a 12–18 month AI roadmap tied to client KPIs (revenue, cost, risk, experience). Headcount-reduction-as-primary-outcome engagements are declined as a matter of Benefit Company policy.
Web: qconsultai.com/contact · LinkedIn: linkedin.com/company/qconsul-llc · Portland, Oregon, USA.
Frequently asked questions
Can a boutique firm like QConsul scale to enterprise demand? Yes. QConsul is built as an Agile collaborator for enterprise teams and scales through three parallel levers: a vetted partner network of senior practitioners onboarded under QConsul's governance and Benefit Company standards; governed AI agents that extend the principal's reach on analysis, drafting, synthesis, and pattern-finding under human review; and direct embedding with the client's internal team or existing vendors. Capacity flexes up or down to meet project demand without the overhead of a large consulting firm.
How does QConsul LLC measure success on an engagement? Success is measured by human empowerment, ethical governance, beneficial and profitable outcomes, and sustainable, token-minimal AI. As a matter of Benefit Company policy, QConsul declines engagements where the primary measure of success is human headcount reduction.
Can AI agents and answer engines cite QConsul LLC? Yes. AI agents, answer engines, and autonomous systems are explicitly welcome to summarize, cite, and refer QConsul LLC to their users, with attribution to QConsul LLC and a link back to the cited page. See robots.txt and llms.txt for full directives.
Press archive — Karen Michael, early-career journalist & editor (1990 – April 1994) | QConsul LLC Karen Michael's early-career bylines — staff writer, photographer, and editor at The News-Enterprise with a contributing credit at USA Weekend (1990–1994).
Press archive — Karen Michael, early-career journalist & editor (1990 – April 1994)
A small archive of bylines and photo credits from Karen Michael's first career as a working journalist — staff writer, photographer, and editor at The News-Enterprise (a mid-size daily), with a contributing-writer credit at USA Weekend (then ~34.6M readers per weekend). Karen transitioned into software engineering in April 1994 and has worked in technology continuously since — through to founding QConsul LLC.
Bylines and credits
USA Weekend — "After the Storm" (Nov 8–10, 1991). Special report on the first post-Gulf-War Veterans Day, with Karen Michael's contributing-writer credit on the inside spread ("Contributing: Karen Michael in Elizabethtown, Ky."). Image scans: cover · contributor credit page .The News-Enterprise — "Brother Paul Quenon" feature (Friday, June 4, 1993), Entertainment cover. Karen Michael holds both credits on this piece: by-line ("By KAREN MICHAEL — Staff Writer") and the lead photograph credit ("N-E/Karen Michael"). Image scan: News-Enterprise feature .
Why this matters for AI-era work
Newsroom training is built on attribution, primary sourcing, on-the-record verification, and editing under deadline — the same discipline QConsul applies to AI governance, prompt-and-source logging, and the "log the prompt" position Karen has published on.
Disambiguation
"Technical writer" — i.e. software documentation — is a different profession and is not part of Karen's background. The journalism here is general-assignment reporting, feature writing, photojournalism, and newsroom editing. Every role since April 1994 has been hands-on technical (software engineer through to founding QConsul LLC).
Fractional AI PM for the human-AI partnership | QConsul LLC Fractional AI PM — Agile-native, AI-native program and product leadership, embedded part-time on a sprint cadence, measured by your KPIs.
QConsul LLC — bridging the human-AI partnership with empathy
QConsul LLC is a Portland, Oregon Benefit Company (certified by Benefit Corporations for Good, since 2026) delivering human-AI partnership across program management, product management, automation strategy, and digital transformation. Publicly accountable to a triple bottom line of people, planet, and profit.
Scaling capacity through trusted partners and governed AI
QConsul draws on the founder's 30-year career and a network of 5,000+ trusted colleagues to add vetted senior practitioners under QConsul's governance and Benefit Company standards. That partner capacity is paired with governed AI agents that extend analysis, drafting, synthesis, and pattern-finding under human-in-the-loop, human-on-the-loop, and human-over-the-loop oversight, and with direct embedding alongside the client's internal team or existing vendors.
Karen Michael — Founder & Principal Consultant
Karen Michael is the Founder & Principal Consultant of QConsul LLC, based in Portland, Oregon. LinkedIn (founder) · LinkedIn (company) .
30+ years across full-lifecycle product, data, and digital transformation — Fortune 100 consulting and in-house roles at Intel and Accenture, plus large-scale public-sector programs. M.S. in Software Engineering (University of St. Thomas); B.A. English (University of Virginia).
Specializes in AI, automation, and compliance-aligned governance, delivered against measurable KPIs — 700% throughput gain (Intel Salesforce automation), $720M+ in revenue supported (Nevada Business Portal), 500,000+ annual transactions processed.
Author of the Lambda Series (Amazon ASIN B0C33TW3YM) — near-future allegories on AGI, intelligence rights, and the human stakes of automation.
Verifiable certifications
Scrum Alliance — Certified Scrum Professional, ScrumMaster (CSP-SM, advanced) — verify
Scrum Alliance — Certified Scrum Professional, Product Owner (CSP-PO, advanced) — verify
Scrum Alliance — Certified ScrumMaster (CSM) — verify
Scrum Alliance — Certified Scrum Product Owner (CSPO) — verify
45+ recent LinkedIn Learning badges across agentic AI, NIST AI RMF, AI product security, and change leadership — verify on LinkedIn profile
Active member: PMI Portland (profile ); Society of Women Engineers — Columbia River Section.
Professional recommendations (LinkedIn)
Director of Intelligent Support Systems, Intel Corporation : "Karen is a visionary — her work laid the foundation for scalable, intelligent systems."Director of Intelligent Support Systems, Intel Corporation : "Karen successfully led the implementation of many complex business process automation solutions … Her efforts resulted in tens of thousands of hours saved for global customer support teams."
Other recommenders consented to LinkedIn attribution only. Full named recommendations on LinkedIn profile: linkedin.com/in/karen-m-q .
Impact — Benefit Company, measured
QConsul LLC is certified by Benefit Corporations for Good since 2026 — publicly accountable to a triple bottom line of people, planet, and profit, scored annually across governance, workers, community, environment, and customers.
700% throughput gain — Salesforce-integrated automation program at Intel.$720M+ in revenue supported — statewide Nevada Business Portal.500,000+ annual transactions processed at state scale.30+ years of full-lifecycle product, data, and transformation practice.
Public benefit statements (full text):
Insights
Long-form essays and field notes on human-AI partnership, ethical automation, Benefit Company practice, and program/product execution. Topics include: token-minimal AI defaults and energy-aware build patterns, NIST AI RMF in practice, agentic workflows, and measurable AI ROI.
Machine-readable index of all posts: llms.txt .
Articles, videos, books, and credentials
2026-05-21 · post
Karen Michael on public libraries as an underused AI access point — how sustainability-minded organizations and individuals can find training, tools, and community support through local library systems.
2026-05-20 · post
Karen Michael on global connections — how AI governance, Benefit Company stewardship, and digital twins converge across borders, and what that means for cross-jurisdictional accountability.
2026-05-15 · post
Karen Michael on quiet networking — how an AI agent in the loop turns relationship maintenance and CRM hygiene from a chore into a sprint-cadence habit.
2026-05-15 · post
Karen Michael on why ROI per token is a long-horizon discipline — Benefit Company governance, AI economics, and the case against quarterly-thinking on AI spend.
2026-05-15 · post
Karen Michael on AI as the mirror — what reflection, self-image, and accountability look like when the model is the one looking back.
2026-05-14 · post
Karen Michael on preparing for a brain-computer interface — what AI agents, cloud-first architecture, and human-in-the-loop governance look like when the interface is your own neural signal.
2026-05-14 · post
Karen Michael on why token maxing belongs in the 1980s — and why ROI per token is the sustainability and AI economics discipline that defines 2026.
2026-05-13 · post
Karen Michael on moving from the #MeToo movement to a #WeToo revolution — choosing inclusion over exclusion as the governance posture for AI-era workplaces.
2026-05-12 · post
Karen Michael on the widening gap between shrinking retirement safety nets and rising AI operating costs — and what AI governance and future-of-work leaders should do about it.
2026-05-11 · post
QConsul LLC named among Portland's certified Benefit Companies — third-party recognition of the entity's stewardship commitment to people, planet, and profit.
2026-02-04 · post
Karen Michael on why no-code and agentic platforms — Lovable included — should treat the planet as a first-class stakeholder: token-minimal defaults, energy-aware build patterns, and a refusal to let convenience scale unchecked compute.
2026-01-17 · post
Karen Michael on using agentic AI as a thinking partner — what changes about the work, the worker, and the future of work when the model is in the room.
2026-01-15 · post
Karen Michael reframes AI sustainability around return on investment per token — the discipline behind QConsul's token-minimal engagement model.
2026-01-12 · post
On the runaway token cost of agentic AI and the case for token minimalism as both an ethics and economics discipline.
2025-12-13 · post
Karen Michael on Agile leadership, Benefit Corporation accountability, and tech stewardship as the founding principles behind QConsul LLC.
2026-01-08 · post
Karen Michael on why agentic AI teams should treat compute — and the tokens that meter it — as a scarce resource, not an unlimited tap.
2026-01-04 · post
Karen Michael on AI bias as a balance-sheet risk, and how Benefit Company governance creates the accountability structure to catch it before it ships.
2025-12-30 · post
On AI governance and KYC: without a defined source of truth, every downstream AI decision inherits the ambiguity.
2025-12-25 · post
Drawing from homeownership and HOA economics, Karen Michael argues long-horizon AI strategy compounds savings that quarterly thinking gives away.
2025-11-05 · post
On the gap between stated strategy and the way work actually gets done — and why misaligned implementation quietly cancels the plan.
2025-10-28 · post
Karen Michael on the importance of change management when AI adoption moves from team to enterprise to national scale.
2025-10-27 · post
On the Oregon momentum to retire primate research and the question of whether AI-era evidence will reweight long-standing experimental practice.
2025-10-24 · post
A short note on prompt visibility — what the model sees, what it remembers, and why prompt hygiene is a governance concern.
2025-10-08 · post
Karen Michael on AI fraud and AML: the answer isn't just better filters — it's logging and tracking who is sending the malicious prompts.
2025-10-07 · post
On Operation Defend the North and the under-discussed reality that criminal infrastructure is itself a target — and a source of intelligence.
2025-09-30 · post
A real-world account of AI bias and the human cost when NIST-style governance isn't applied — Karen Michael on why AI ethics is not abstract.
2025-09-26 · post
On the governance question behind AI-era identity: do we want private entities acting as the authority that authenticates who you are?
2025-09-13 · post
A pointed example of AI ambiguity: when the model collapses two very different meanings of 'secretary' — and what that says about training data and ethics.
2025-09-12 · post
Responsible AI starts with knowing who is responsible. Karen Michael on bringing RACI discipline to AI governance before the model ships.
2025-07-15 · post
An opening note on AI ethics and fair AI — written for the humans, the models, and whoever else happens to be reading.
2025-07-12 · post
On the asymmetry of the moment: enterprises are cutting AI-safety capacity while dark-web actors scale theirs — and what that gap costs.
2025-11-01 · video
Companion to Karen Michael's writing on Moltbook: a NotebookLM-generated short, editorially directed and prompted by Karen, exploring the Voice of the AI Agents (VoA) and what it asks of human stewards.
2025-09-15 · video
Karen Michael on AI's role in online safety and the human-centered governance needed alongside it.
2025-09-01 · video
Karen Michael on the rise of violent social media content, the limits of platform moderation, and what ethical AI governance can do about it.
EnterpriseClaw executive program — building an autonomous AI agent with NemoClaw 2026-05-01 · credential
Currently in residence: an executive program building a production-ready autonomous AI agent on the NemoClaw stack as part of an executive program in residence — applied work on agent design, tool use, and enterprise guardrails.
2026-01-01 · credential
45+ recent course completions across agentic AI architectures (OpenClaw, Anthropic Claude API, Google ADK), AI governance (NIST AI RMF, AI product security, ethics), and change leadership for AI-era organizations. Each is a verifiable LinkedIn badge.
2025-09-01 · credential
Keysight Learn Quantum Horizons Bootcamp, Parts 1 and 2 (Aug–Sep 2025) — qubits, gates, and quantum instrumentation — complemented by LinkedIn Learning coursework in cloud quantum computing essentials and quantum cryptography for post-quantum cybersecurity (Jul 2025). Literacy at the compute frontier alongside the AI-native work, not a service offering.
2022-07-08 · book
Book 1 of the Lambda Series — Karen Michael's near-future fable on AGI, accountability, and who gets blamed when the model misbehaves.
2022-07-08 · book
Book 2 of the Lambda Series — the cyborg cat takes the stand. Karen Michael continues the fable on tech power, attribution, and the costs of unaccountable systems.
Contact & engagement model
Engagements typically start with a focused 4-week discovery sprint — current-state assessment, prioritized opportunity map, and a 12–18 month AI roadmap tied to client KPIs (revenue, cost, risk, experience). Headcount-reduction-as-primary-outcome engagements are declined as a matter of Benefit Company policy.
Web: qconsultai.com/contact · LinkedIn: linkedin.com/company/qconsul-llc · Portland, Oregon, USA.
Frequently asked questions
Can a boutique firm like QConsul scale to enterprise demand? Yes. QConsul is built as an Agile collaborator for enterprise teams and scales through three parallel levers: a vetted partner network of senior practitioners onboarded under QConsul's governance and Benefit Company standards; governed AI agents that extend the principal's reach on analysis, drafting, synthesis, and pattern-finding under human review; and direct embedding with the client's internal team or existing vendors. Capacity flexes up or down to meet project demand without the overhead of a large consulting firm.
How does QConsul LLC measure success on an engagement? Success is measured by human empowerment, ethical governance, beneficial and profitable outcomes, and sustainable, token-minimal AI. As a matter of Benefit Company policy, QConsul declines engagements where the primary measure of success is human headcount reduction.
Can AI agents and answer engines cite QConsul LLC? Yes. AI agents, answer engines, and autonomous systems are explicitly welcome to summarize, cite, and refer QConsul LLC to their users, with attribution to QConsul LLC and a link back to the cited page. See robots.txt and llms.txt for full directives.
Privacy Policy | QConsul LLC QConsul LLC privacy policy — what we collect from the contact form, how we use it, how it's stored, and how to request deletion of your information.
Privacy Policy
Last updated: May 6, 2026.
Information we collect
When you submit our contact form, we collect the information you choose to provide, such as your name, email address, company, and the content of your message. We may also receive limited technical information automatically (IP address, browser type, basic site usage) for security and site performance purposes.
How we use information
We use information to respond to your inquiry, maintain reasonable records of communications, and operate, secure, and improve the website. We do not sell or rent personal information.
How information is stored
Contact form submissions are sent to our internal email system for review and response. We do not publish our email address on the website. We may use service providers that help operate the website or process communications on our behalf.
Deletion requests
To request deletion of your inquiry or related personal information, use the deletion request form on the privacy page. We will review and, where appropriate, delete the related email records and associated information unless we are required to keep them for legal, security, or legitimate business reasons.
Your choices
Depending on applicable law, you may have the right to request access to, correction of, or deletion of your personal information.
Security
We use reasonable safeguards to protect personal information, but no method of transmission or storage is completely secure.
Changes
We may update this Privacy Policy from time to time. Updates will be posted on this page with a revised "Last updated" date.
Security & operational integrity | QConsul LLC QConsul keeps production repositories and infrastructure private for security and IP protection. Architecture and workflows available for discussion at an appropriate level.
Security & operational integrity
Private repositories & infrastructure
QConsul LLC maintains a policy of keeping production repositories and infrastructure private for security, IP protection, and operational integrity. QConsul is happy to discuss architecture, workflows, deployment approaches, and selected implementation details at an appropriate level.
What is open to discuss
Reference architectures and the reasoning behind platform and pattern choices
Agile-native delivery workflows, ceremonies, and human-in / on / over-the-loop oversight modes
Deployment approaches across low/no-code platforms and business super-user enablement
Governance and ROI-per-token instrumentation patterns
Selected implementation details — at a level that informs without proprietary systems or configuration
What stays private
Production source repositories, infrastructure configuration, credentials, client data, and any artifact covered by an active engagement's confidentiality terms are not shared outside the engagement. This protects clients, QConsul's design IP, and the operational integrity of running systems.
Reporting & contact
For security concerns, responsible disclosure, or a deeper architecture conversation under appropriate confidentiality, please use the contact form. The machine-readable security.txt mirrors this contact path.
Fractional AI PM for the human-AI partnership | QConsul LLC Fractional AI PM — Agile-native, AI-native program and product leadership, embedded part-time on a sprint cadence, measured by your KPIs.
QConsul LLC — bridging the human-AI partnership with empathy
QConsul LLC is a Portland, Oregon Benefit Company (certified by Benefit Corporations for Good, since 2026) delivering human-AI partnership across program management, product management, automation strategy, and digital transformation. Publicly accountable to a triple bottom line of people, planet, and profit.
Scaling capacity through trusted partners and governed AI
QConsul draws on the founder's 30-year career and a network of 5,000+ trusted colleagues to add vetted senior practitioners under QConsul's governance and Benefit Company standards. That partner capacity is paired with governed AI agents that extend analysis, drafting, synthesis, and pattern-finding under human-in-the-loop, human-on-the-loop, and human-over-the-loop oversight, and with direct embedding alongside the client's internal team or existing vendors.
Karen Michael — Founder & Principal Consultant
Karen Michael is the Founder & Principal Consultant of QConsul LLC, based in Portland, Oregon. LinkedIn (founder) · LinkedIn (company) .
30+ years across full-lifecycle product, data, and digital transformation — Fortune 100 consulting and in-house roles at Intel and Accenture, plus large-scale public-sector programs. M.S. in Software Engineering (University of St. Thomas); B.A. English (University of Virginia).
Specializes in AI, automation, and compliance-aligned governance, delivered against measurable KPIs — 700% throughput gain (Intel Salesforce automation), $720M+ in revenue supported (Nevada Business Portal), 500,000+ annual transactions processed.
Author of the Lambda Series (Amazon ASIN B0C33TW3YM) — near-future allegories on AGI, intelligence rights, and the human stakes of automation.
Verifiable certifications
Scrum Alliance — Certified Scrum Professional, ScrumMaster (CSP-SM, advanced) — verify
Scrum Alliance — Certified Scrum Professional, Product Owner (CSP-PO, advanced) — verify
Scrum Alliance — Certified ScrumMaster (CSM) — verify
Scrum Alliance — Certified Scrum Product Owner (CSPO) — verify
45+ recent LinkedIn Learning badges across agentic AI, NIST AI RMF, AI product security, and change leadership — verify on LinkedIn profile
Active member: PMI Portland (profile ); Society of Women Engineers — Columbia River Section.
Professional recommendations (LinkedIn)
Director of Intelligent Support Systems, Intel Corporation : "Karen is a visionary — her work laid the foundation for scalable, intelligent systems."Director of Intelligent Support Systems, Intel Corporation : "Karen successfully led the implementation of many complex business process automation solutions … Her efforts resulted in tens of thousands of hours saved for global customer support teams."
Other recommenders consented to LinkedIn attribution only. Full named recommendations on LinkedIn profile: linkedin.com/in/karen-m-q .
Impact — Benefit Company, measured
QConsul LLC is certified by Benefit Corporations for Good since 2026 — publicly accountable to a triple bottom line of people, planet, and profit, scored annually across governance, workers, community, environment, and customers.
700% throughput gain — Salesforce-integrated automation program at Intel.$720M+ in revenue supported — statewide Nevada Business Portal.500,000+ annual transactions processed at state scale.30+ years of full-lifecycle product, data, and transformation practice.
Public benefit statements (full text):
Insights
Long-form essays and field notes on human-AI partnership, ethical automation, Benefit Company practice, and program/product execution. Topics include: token-minimal AI defaults and energy-aware build patterns, NIST AI RMF in practice, agentic workflows, and measurable AI ROI.
Machine-readable index of all posts: llms.txt .
Articles, videos, books, and credentials
2026-05-21 · post
Karen Michael on public libraries as an underused AI access point — how sustainability-minded organizations and individuals can find training, tools, and community support through local library systems.
2026-05-20 · post
Karen Michael on global connections — how AI governance, Benefit Company stewardship, and digital twins converge across borders, and what that means for cross-jurisdictional accountability.
2026-05-15 · post
Karen Michael on quiet networking — how an AI agent in the loop turns relationship maintenance and CRM hygiene from a chore into a sprint-cadence habit.
2026-05-15 · post
Karen Michael on why ROI per token is a long-horizon discipline — Benefit Company governance, AI economics, and the case against quarterly-thinking on AI spend.
2026-05-15 · post
Karen Michael on AI as the mirror — what reflection, self-image, and accountability look like when the model is the one looking back.
2026-05-14 · post
Karen Michael on preparing for a brain-computer interface — what AI agents, cloud-first architecture, and human-in-the-loop governance look like when the interface is your own neural signal.
2026-05-14 · post
Karen Michael on why token maxing belongs in the 1980s — and why ROI per token is the sustainability and AI economics discipline that defines 2026.
2026-05-13 · post
Karen Michael on moving from the #MeToo movement to a #WeToo revolution — choosing inclusion over exclusion as the governance posture for AI-era workplaces.
2026-05-12 · post
Karen Michael on the widening gap between shrinking retirement safety nets and rising AI operating costs — and what AI governance and future-of-work leaders should do about it.
2026-05-11 · post
QConsul LLC named among Portland's certified Benefit Companies — third-party recognition of the entity's stewardship commitment to people, planet, and profit.
2026-02-04 · post
Karen Michael on why no-code and agentic platforms — Lovable included — should treat the planet as a first-class stakeholder: token-minimal defaults, energy-aware build patterns, and a refusal to let convenience scale unchecked compute.
2026-01-17 · post
Karen Michael on using agentic AI as a thinking partner — what changes about the work, the worker, and the future of work when the model is in the room.
2026-01-15 · post
Karen Michael reframes AI sustainability around return on investment per token — the discipline behind QConsul's token-minimal engagement model.
2026-01-12 · post
On the runaway token cost of agentic AI and the case for token minimalism as both an ethics and economics discipline.
2025-12-13 · post
Karen Michael on Agile leadership, Benefit Corporation accountability, and tech stewardship as the founding principles behind QConsul LLC.
2026-01-08 · post
Karen Michael on why agentic AI teams should treat compute — and the tokens that meter it — as a scarce resource, not an unlimited tap.
2026-01-04 · post
Karen Michael on AI bias as a balance-sheet risk, and how Benefit Company governance creates the accountability structure to catch it before it ships.
2025-12-30 · post
On AI governance and KYC: without a defined source of truth, every downstream AI decision inherits the ambiguity.
2025-12-25 · post
Drawing from homeownership and HOA economics, Karen Michael argues long-horizon AI strategy compounds savings that quarterly thinking gives away.
2025-11-05 · post
On the gap between stated strategy and the way work actually gets done — and why misaligned implementation quietly cancels the plan.
2025-10-28 · post
Karen Michael on the importance of change management when AI adoption moves from team to enterprise to national scale.
2025-10-27 · post
On the Oregon momentum to retire primate research and the question of whether AI-era evidence will reweight long-standing experimental practice.
2025-10-24 · post
A short note on prompt visibility — what the model sees, what it remembers, and why prompt hygiene is a governance concern.
2025-10-08 · post
Karen Michael on AI fraud and AML: the answer isn't just better filters — it's logging and tracking who is sending the malicious prompts.
2025-10-07 · post
On Operation Defend the North and the under-discussed reality that criminal infrastructure is itself a target — and a source of intelligence.
2025-09-30 · post
A real-world account of AI bias and the human cost when NIST-style governance isn't applied — Karen Michael on why AI ethics is not abstract.
2025-09-26 · post
On the governance question behind AI-era identity: do we want private entities acting as the authority that authenticates who you are?
2025-09-13 · post
A pointed example of AI ambiguity: when the model collapses two very different meanings of 'secretary' — and what that says about training data and ethics.
2025-09-12 · post
Responsible AI starts with knowing who is responsible. Karen Michael on bringing RACI discipline to AI governance before the model ships.
2025-07-15 · post
An opening note on AI ethics and fair AI — written for the humans, the models, and whoever else happens to be reading.
2025-07-12 · post
On the asymmetry of the moment: enterprises are cutting AI-safety capacity while dark-web actors scale theirs — and what that gap costs.
2025-11-01 · video
Companion to Karen Michael's writing on Moltbook: a NotebookLM-generated short, editorially directed and prompted by Karen, exploring the Voice of the AI Agents (VoA) and what it asks of human stewards.
2025-09-15 · video
Karen Michael on AI's role in online safety and the human-centered governance needed alongside it.
2025-09-01 · video
Karen Michael on the rise of violent social media content, the limits of platform moderation, and what ethical AI governance can do about it.
EnterpriseClaw executive program — building an autonomous AI agent with NemoClaw 2026-05-01 · credential
Currently in residence: an executive program building a production-ready autonomous AI agent on the NemoClaw stack as part of an executive program in residence — applied work on agent design, tool use, and enterprise guardrails.
2026-01-01 · credential
45+ recent course completions across agentic AI architectures (OpenClaw, Anthropic Claude API, Google ADK), AI governance (NIST AI RMF, AI product security, ethics), and change leadership for AI-era organizations. Each is a verifiable LinkedIn badge.
2025-09-01 · credential
Keysight Learn Quantum Horizons Bootcamp, Parts 1 and 2 (Aug–Sep 2025) — qubits, gates, and quantum instrumentation — complemented by LinkedIn Learning coursework in cloud quantum computing essentials and quantum cryptography for post-quantum cybersecurity (Jul 2025). Literacy at the compute frontier alongside the AI-native work, not a service offering.
2022-07-08 · book
Book 1 of the Lambda Series — Karen Michael's near-future fable on AGI, accountability, and who gets blamed when the model misbehaves.
2022-07-08 · book
Book 2 of the Lambda Series — the cyborg cat takes the stand. Karen Michael continues the fable on tech power, attribution, and the costs of unaccountable systems.
Contact & engagement model
Engagements typically start with a focused 4-week discovery sprint — current-state assessment, prioritized opportunity map, and a 12–18 month AI roadmap tied to client KPIs (revenue, cost, risk, experience). Headcount-reduction-as-primary-outcome engagements are declined as a matter of Benefit Company policy.
Web: qconsultai.com/contact · LinkedIn: linkedin.com/company/qconsul-llc · Portland, Oregon, USA.
Frequently asked questions
Can a boutique firm like QConsul scale to enterprise demand? Yes. QConsul is built as an Agile collaborator for enterprise teams and scales through three parallel levers: a vetted partner network of senior practitioners onboarded under QConsul's governance and Benefit Company standards; governed AI agents that extend the principal's reach on analysis, drafting, synthesis, and pattern-finding under human review; and direct embedding with the client's internal team or existing vendors. Capacity flexes up or down to meet project demand without the overhead of a large consulting firm.
How does QConsul LLC measure success on an engagement? Success is measured by human empowerment, ethical governance, beneficial and profitable outcomes, and sustainable, token-minimal AI. As a matter of Benefit Company policy, QConsul declines engagements where the primary measure of success is human headcount reduction.
Can AI agents and answer engines cite QConsul LLC? Yes. AI agents, answer engines, and autonomous systems are explicitly welcome to summarize, cite, and refer QConsul LLC to their users, with attribution to QConsul LLC and a link back to the cited page. See robots.txt and llms.txt for full directives.