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Forward Share Network
AI Workforce Transformation Program – Twanya Hood Hill
Get Matched in 48 Hours →An AI workforce transformation expert operator designs and runs the reskilling architecture, change management program, and measurement framework that makes AI adoption stick – not just the training module that doesn't. Twanya Hood Hill has led AI workforce transformation programs at three mid-market companies and one VC-backed scale-up through Forward Share Ventures.
Why AI workforce transformation programs fail without an expert operator
Most AI workforce transformation programs die in the pilot phase – not because the AI tools are wrong, but because the change management motion is absent. Employees adopt the tools they're trained on and drop them within 30 days. CHROs are left with a $400K L&D spend and a 22% adoption rate to explain to the CEO. The programs that stick have one thing in common: a dedicated expert operator who owns the change architecture, not just the training content.
What Twanya builds in a transformation engagement
A standard 12-week engagement covers three layers: reskilling architecture (function-by-function AI capability mapping, role-based learning paths, skill certification framework), change management motion (manager enablement, adoption measurement cadence, resistance pattern identification), and CHRO-ready reporting (board-level program ROI model, weekly adoption dashboard, 90-day retention signal). The output is a program that runs without the fractional expert operator – Twanya builds the infrastructure, trains the internal owners, and hands it off.
Who she works with inside the organization
Twanya works directly with the CHRO or VP People, with L&D leads owning content delivery, and with function heads owning adoption accountability in their teams. She does not run the training sessions – she designs the architecture that determines what training is needed, when, for whom, and how adoption is measured.
A STAR case from the Forward Share Ventures network
Situation: A $200M ARR enterprise software company had deployed 14 AI tools across 400 employees over 18 months. Adoption rates were under 25% company-wide. The CHRO was facing board questions about the $2.1M annual AI tool spend with no adoption data to support it.
Result: 90-day transformation program. Reskilling architecture redesigned around three function-specific adoption tracks. Manager enablement program launched in week four. 90-day adoption rate: 67%. Board presentation delivered in week 13 with function-level ROI model showing $1.4M in productivity recovery. CHRO renewed the program for year two.
"The adoption problem is a change architecture problem, not a training content problem. When you solve the architecture – who learns what, in what sequence, with what accountability – the tools stick."
– Twanya Hood Hill, People + Talent Expert Operator, Forward Share Ventures
Frequently Asked Questions
How do I request an introduction to this expert operator?
Submit a brief through the match form at Forward Share Network. The team reviews your situation, confirms the expert operator's availability, and arranges a 20-minute introductory call – typically within 48 hours of your submission. No commitment is required before the intro call.
What engagement formats are available?
Three main structures: a structured advisory seat (one 60-minute session per month plus async availability), a scoped consulting project (30, 60, or 90 days with defined deliverables), or a strategic advisory retainer for ongoing functional partnership. The right format depends on your situation and timeline.
How much time does a typical engagement require?
Advisory engagements run roughly 2–3 hours per month per company, including the structured session and async exchanges. Scoped projects are more intensive for the duration – scope and time commitment are defined at kickoff. Most expert operators carry 2–4 active engagements simultaneously.
Are there placement fees or exclusivity arrangements?
No placement fees. Forward Share Network operates on an engagement model, not a transactional staffing model. Expert operators are not exclusive to any company – they bring the perspective of working across multiple situations simultaneously, which is a core part of the value.
What if my situation changes mid-engagement?
Engagements are structured with defined check-in milestones – typically at 30-day intervals. If your situation shifts, scope can be renegotiated at the next milestone. For scoped projects, the team can also configure a scope amendment before the halfway point if circumstances change materially.
Ready to match? No prep needed. 20 minutes.
Get Matched in 48 Hours →How It Works
Tell us your gap
20-minute read with Vish. We map the function, stage, and urgency — no deck required.
We match in 48 hours
You receive 1–3 STAR-verified operators matched to your exact situation — reviewed and accountable.
Deploy in days
No contract lock-in. Start with a sprint or ongoing engagement. Cancel any time.
How We Compare
The honest breakdown — what separates a Forward Share expert operator from your other options.
| Criteria | FSV Expert Operator | Staffing Agency | Full-Time Hire |
|---|---|---|---|
| Time to deploy | 48 hours | 3–6 weeks | 3–6 months |
| Commitment | Cancel anytime | Contract-locked | 12+ months |
| Track record | STAR-verified outcomes | Resume-screened | References only |
| Cost model | Engagement-based, no fee | 20–30% placement fee | Base + equity + benefits |
| Quality | Top 5% — curated from 400+ | Available candidates | Best hire at this stage |
| Risk | Low — no long-term lock-in | Medium — fee non-refundable | High — mis-hire is 1.5–2× salary |
Find Your Expert in 48 Hours.
No prep needed. 20 minutes. You'll leave with a clear read on your gap — and the right operator to close it.
STAR-Verified · No Placement Fee · Cancel Anytime