Move your workforce
through the AI
transition.
The Workforce Transition Index™ is a commissioned, bespoke AI program from Human Integration Lab that generates individual workforce transition intelligence at institutional scale. Every participant gets an AI-generated analysis specific to their automation exposure. Your organization owns the aggregate findings. Already built. Deployable in days.
Powered by Human Integration Lab™
We don’t build robots. We build the people who work with them.
Built. Operational. Ready to deploy.
No off-the-shelf. No RFP. Every program is scoped, configured, and deployed around your specific population, mandate, and intelligence requirements.
Start the Conversation →Already operational. Ready to deploy.
per assessment
real participant answers
No manufacturer agenda.
in the world
Faster than internal build.
Sharper than standard assessment.
The Workforce Transition Index™ exists because no other option moves institutions through an AI workforce transition with the speed, precision, and data ownership the moment demands.
| Workforce Transition Index™ | Standard Workforce Assessment | Internal Program Build | Consulting Firm | |
|---|---|---|---|---|
| Time to deployment | ✓Days — already built | Weeks | 18–36 months | 6–12 months |
| Individual AI analysis per participant | ✓Yes — never templated | ✕Generic scoring | Requires AI engineering team | ✕Static deliverables |
| Built for your specific population | ✓Fully bespoke | ✕Off-the-shelf | Yes — at full build cost | Partially customized |
| Aggregate sector intelligence | ✓Anonymized, structured, owned by you | ✕Not offered | Requires data science team | Locked in vendor reports |
| Data ownership | ✓The commissioning organization | Vendor platform | Your organization | Shared or vendor-held |
| Grant reporting & compliance documentation | ✓Built for NSF, DOL, EDA, foundation funders | ✕Not configured | Requires separate reporting layer | Add-on engagement |
| Vendor independence | ✓Zero vendor relationships | Often vendor-driven | Depends on partners | ✕Commission incentives common |
| Procurement process | ✓15-min commission conversation | RFP cycle | Internal approval cycle | Multi-month RFP |
The U.S. has no infrastructure for
AI workforce transition.
We built it.
“Large institutions are still forming committees to study the problem. Human Integration Lab has already built the solution — and can deploy it faster than your procurement process can approve a vendor.”
Every workforce board, university president, and federal program officer knows it: there is no institutional infrastructure in the United States built specifically to move entire workforces through an AI and automation transition at scale. There are studies. There are working groups. There are grant programs. There is no operational engine.
Human Integration Lab is that engine. We were built to move faster, configure more precisely, and deploy more intelligently than any large institutional program can — because we were designed from the ground up to solve this specific problem, not to be all things to all stakeholders.
A commissioned, bespoke AI program that generates individual workforce transition intelligence at scale — for every person, every team, every organization in your deployment. Built for you. Owned by you. Deployed by Human Integration Lab.
What the Workforce
Transition Index™ is.
Not a survey. Not a generic assessment. Not a one-size-fits-all report. A commissioned AI infrastructure program built around your specific population, your specific mandate, and the transition intelligence that matters most to your organization.
Built from your population’s actual answers.
Human Integration Lab works with your organization to design a diagnostic program around your specific workforce population, your automation context, and the intelligence questions your mandate requires you to answer. The questions may be consistent. The outputs never are. Every analysis is generated from that individual’s real responses — not templated, not approximated.
AI-generated. Individual. Immediately actionable.
Every participant receives an AI-generated workforce transition analysis specific to their situation — their automation exposure, their readiness gaps, their recommended transition path. Not a score. Not a category. A genuine intelligence document that tells them where they stand and what to do next. Delivered at the scale of your entire program simultaneously.
Aggregate intelligence your organization owns.
Your organization receives the aggregate findings — anonymized, structured, and delivered in a format you can use for program design, policy development, grant reporting, board presentations, and public communication. The data belongs to you. Human Integration Lab provides the infrastructure. You own what it produces.
From a single report
to a live dashboard.
Every engagement is scoped to your organization’s needs. The intelligence engine is the same. The scale, format, and depth are yours to define. All programs are commissioned individually — no packages, no tiers, no off-the-shelf options.
AI Reports by Email
Each participant receives a personalized AI-generated workforce transition report delivered directly to their email. Individual, specific, immediately actionable. Ideal for organizations deploying across a defined cohort with a clear timeline.
Structured Findings Report
Individual AI reports plus a structured aggregate findings document delivered to the commissioning organization — sector-level intelligence, anonymized, formatted for institutional use. Designed for grant reporting, policy development, board presentations, and public communication.
Custom Dashboard
A live, organizational-level workforce transition intelligence dashboard built for your specific data architecture. Real-time aggregate insights. Longitudinal tracking. Filtering by cohort, geography, sector, or role. The full intelligence infrastructure for organizations running ongoing transition programs.
Every engagement is commissioned individually. There are no packages, no standard tiers, and no rubber-stamped outputs. Human Integration Lab scopes each program to the commissioning organization’s specific population, mandate, and intelligence requirements. Pricing is determined in the commission conversation.
We move faster than
your organization
can form a committee.
Large institutions are not slow because of incompetence. They are slow because of structure. Procurement cycles. Legal review. IT security approval. Multi-stakeholder sign-off. Every layer of institutional process that exists to protect an organization also prevents it from moving at the speed the AI workforce transition requires.
Human Integration Lab was built to be the operational engine that works inside those constraints — not around them. We are nimble by design. We build from the ground up. We configure specifically for your population. We deploy at a speed that institutional programs cannot match — and we do it with the rigor and documentation that institutional accountability demands.
to deployment-ready program
Everything built for you.
Any institution with a mandate
to move people forward.
The Workforce Transition Index™ is not sector-specific. It is mandate-specific. If your organization is responsible for helping people navigate the AI and automation transition — at any scale, in any sector — this was built for you.
Federal & State Governments
You have the mandate to prepare your workforce — and the regional or national workforce you serve — for an AI transition that is already underway. The Workforce Transition Index™ gives you the operational infrastructure to deploy workforce transition intelligence at the scale your mandate requires — faster than any internal program development cycle, and with the individual-level rigor that policy accountability demands.
Universities & Community Colleges
Your students and your community partners are navigating an automation transition with no roadmap. You become the institution that gave them one — an AI-generated workforce transition analysis specific to their field, their exposure, and their recommended path forward. For NSF, DOL, and foundation-funded programs, the Workforce Transition Index™ provides the program infrastructure and documentation institutional funders require.
Workforce Development Boards
You are the operational layer between federal workforce policy and the people living through automation displacement. The Workforce Transition Index™ is the tool you’ve needed — AI-powered, deployable at regional scale, generating individual transition guidance and aggregate regional intelligence that makes your program more effective and your grant reporting more precise.
Foundations & Funders
You are funding workforce transition programs without a standardized intelligence layer to measure outcomes, surface patterns, or demonstrate impact. The Workforce Transition Index™ becomes the common infrastructure across your grantee portfolio — generating comparable, AI-powered workforce transition data that makes your philanthropic investments more measurable and your program intelligence more actionable.
Corporations with Large Workforces
You are deploying automation across your organization and your workforce transition plan is either nonexistent or inadequate. The Workforce Transition Index™ gives every affected worker an AI-generated transition guide specific to their role, their exposure, and their path forward — and gives your leadership team the aggregate intelligence to manage the transition with data, not guesswork.
Industry Associations Ready to Lead
You have already partnered with the Workforce Readiness Network — or you’re ready to go significantly beyond it. The Workforce Transition Index™ is the commissioned program that transforms your organization from a convener into an intelligence provider — deploying bespoke AI-powered workforce transition data across your membership and owning the findings that define your sector’s readiness.
Answers before you commission.
If a question isn’t answered here, the 15-minute commission conversation covers it. No pitch — just a direct conversation about fit and scope.
What is the Workforce Transition Index?
The Workforce Transition Index is a commissioned, bespoke AI program from Human Integration Lab that generates individual workforce transition intelligence at institutional scale. Every participant receives an AI-generated workforce transition analysis specific to their automation exposure, readiness gaps, and recommended transition path. The commissioning organization receives aggregate sector findings it owns. It is already built, already operational, and deployable within days of commission. It is designed for federal and state governments, universities, workforce development boards, foundations, corporations, and industry associations with a mandate to move people through an AI workforce transition.
How is the Workforce Transition Index different from a standard workforce assessment?
Standard workforce assessments produce generic scores and the same templated report for every participant. The Workforce Transition Index is different in three ways: every analysis is AI-generated from that individual’s real answers — not templated, not approximated, never the same report twice; the program is built specifically around the commissioning organization’s population, mandate, and intelligence requirements; and the commissioning organization owns the data and the findings — not a vendor platform, not a research institution. Human Integration Lab provides the infrastructure. The organization owns what it produces.
How quickly can the Workforce Transition Index be deployed?
The Workforce Transition Index is already built and operational. Deployment timeline from commission conversation to program launch is days — not the 18 to 36 month development cycle that large institutional programs require. Human Integration Lab was built specifically to move at a speed institutional programs cannot match, while maintaining the rigor and documentation that institutional accountability demands.
Who owns the data and findings produced by the program?
The commissioning organization owns all data and findings produced by their Workforce Transition Index program. Human Integration Lab provides the AI infrastructure, the diagnostic engine, and the delivery mechanism. The data belongs to the organization that commissioned the program — not to Human Integration Lab, not to any vendor platform, and not to any third party with a competing commercial interest in the results.
What does a participant receive?
Every participant receives an AI-generated workforce transition analysis specific to their situation — their automation exposure, their readiness gaps, and their recommended transition path. This is not a score. Not a category. Not a percentile ranking. It is a genuine intelligence document that tells the participant where they stand and what to do next — generated from their real answers, not from a template.
What does the commissioning organization receive?
The commissioning organization receives anonymized aggregate workforce transition intelligence across their entire population. Deliverable format options include: AI reports by email (individual reports plus aggregate summary), a structured findings report formatted for grant reporting, policy development, and board presentations, or a custom live dashboard with real-time aggregate insights, longitudinal tracking, and cohort filtering. Every engagement is scoped individually. The format is determined in the commission conversation.
How does this work with government procurement processes?
The Workforce Transition Index is designed to work inside institutional constraints — not around them. Human Integration Lab operates with the rigor and documentation that institutional accountability demands, while moving at a speed institutional procurement rarely permits. The commission conversation is the starting point. From there, Human Integration Lab can accommodate existing procurement frameworks, provide the documentation required for grant compliance, and configure the program to meet institutional reporting requirements.
What’s the difference between the Workforce Transition Index and the Workforce Readiness Network?
The Workforce Readiness Network is a free partnership program for associations, chambers, and member-serving organizations — a co-branded AI diagnostic deployed at no cost. The Workforce Transition Index is a commissioned institutional program — bespoke, individually scoped, built around the commissioning organization’s specific population and mandate. The WRN delivers organizational-level intelligence to a membership. The Workforce Transition Index delivers individual-level transition intelligence to every participant in the program, plus aggregate institutional findings the commissioning organization owns and controls. Pricing is determined in the commission conversation.
Is Human Integration Lab a vendor or technology platform?
Human Integration Lab is neither a vendor nor a technology platform. It is the private-sector operational engine built specifically to make AI and automation workforce transition work on the ground — for governments, universities, workforce boards, corporations, and the institutions responsible for the people navigating this change. Human Integration Lab has zero vendor relationships, sells no automation equipment, earns no manufacturer referral fees, and has no commercial interest in any specific automation technology. The intelligence is clean because the organization has no conflicting interests.
Can this be used for grant reporting and federal program compliance?
Yes. The Workforce Transition Index is designed with institutional documentation requirements in mind. The structured findings report deliverable is formatted for grant reporting, policy development, and federal program documentation. Human Integration Lab can configure the program output to meet the specific reporting requirements of NSF, DOL, EDA, foundation funders, and other institutional grantors. The commissioning organization owns the data and the findings, which gives them full control over how the intelligence is used, reported, and published.
Human Integration Lab.
The only AI infrastructure
for the humans automation
is counting on.
Human Integration Lab is not a vendor. It is not a consulting firm. It is the private-sector operational engine built to make AI and automation workforce transition actually work on the ground — for governments, universities, workforce boards, corporations, and the institutions responsible for the people navigating this change. We were built to operate behind the scenes — powering institutions publicly while serving as their private operational infrastructure.
We don’t build robots. We build the people who work with them. · Human Integration Lab · Austin, TexasTwo ways to start
the right conversation.
Every Workforce Transition Index™ program begins with a conversation about your organization, your population, and your mandate. There is no RFP process. No vendor shortlist. One conversation — and we understand whether this is the right fit and what the program looks like for your organization.
Book a Commission Conversation
15 minutes with Micah Viana, founder of Human Integration Lab. We understand your mandate, your population, and your timeline — and determine whether the Workforce Transition Index™ is the right program for your organization. No pitch. No vendor presentation. A real conversation about fit.
Book a Conversation →Send a Direct Inquiry
If your organization requires a written inquiry before a conversation — or if you’d like to send program details, existing RFP language, or background on your mandate before we speak — email us directly. We respond to every serious institutional inquiry within one business day.
info@humanintegrationlab.com →You represent an institution with a mandate to move people through an AI or automation workforce transition — and you need the operational infrastructure to do it with individual-level intelligence at scale.
You have funding, a program timeline, and accountability for outcomes — and you need a partner who can deploy faster, configure more precisely, and document more rigorously than an internal program can.
You want the data and the findings to belong to your organization — not to a vendor platform, not to a research institution, and not to anyone with a competing commercial interest in the results.
Workforce Transition Index™ — Commission a Program
Pick a time. Micah will be there. One conversation determines whether this is the right program for your organization — and what it looks like if it is.