Multiply Your Force · NJ & NY
We advise executives, evaluate how their teams use AI, and train the organization to adapt—turning human talent into an exponential force multiplier. NJ & NY.
Evaluation standard
Gold-reference fixtures · release gate
Precision
94.2%
Gate ≥ 90.0%
Critical error
1.8%
Gate < 5.0%
Regression
100%
False-success blocked
Cost of stagnation
Buying subscriptions without redesigning human workflows creates operational drag, compliance liability, and unverified output.
Enterprises buy hundreds of Copilot or ChatGPT Enterprise seats, yet staff use them exclusively for drafting polite emails rather than core operational workflows. Subscriptions without workflow redesign bleed tens of thousands annually with zero measurable velocity.
When corporate AI tools are slow or restricted, operators quietly paste proprietary clinical data, vendor contracts, or financial spreadsheets into unauthorized public cloud models on personal devices, exposing the firm to severe HIPAA, SEC, and trade secret liabilities.
Frontier models frequently generate convincing, formatted fabrications—synthetic citations, invalid transaction hashes, and unverified data—that easily pass subjective human inspection. Without laboratory-grade scoring rubrics, hallucinated data quietly poisons executive filings.
Cost drag diagnostic
Estimate manual drag, uncaptured payroll, and data exposure — then unlock a prescribed roadmap.
Step 1 / 4
Regulatory requirements and workflow complexities vary dramatically by domain.
Engagements
Leadership advisory, team evaluation, and hands-on training. We consult and we teach. We do not sell you a stack.
Private fluency, vendor defense, and a clear AI directive — so leadership can place a sprint with their team.
$3,500 – $7,500 / month
Bi-weekly or monthly retainer
Ideal for
Leaders and C-suite executives who need high-ticket 1-on-1 AI fluency to direct strategy and unlock departmental training across their organization.
Hands-on, laptops-open cohort workshops that remove 10–15 hours of weekly drag per team member.
$6,500 – $18,500
1-Day Intensive or 2-Week Guided Sprint
Ideal for
Departments bogged down in document synthesis, contract reviews, reporting, and customer intake.
Ground-truth datasets, blind human review, falsifiable quality gates, and hallucination audits.
$15,000 – $35,000
2 to 4-Week Engagement
Ideal for
Teams building or deploying autonomous agents where hallucinations or false successes create legal/financial ruin.
Audit how AI is actually used, write rules leadership can enforce, and train the people who have to live with them.
$15,000 – $35,000+
Multi-week enablement
Ideal for
Regulated teams that need their people to use AI without leaking IP — not a hardware project.
The difference
| Factor | Must Adapt AI | Traditional shops |
|---|---|---|
| Hands-on Laptops-Open Execution | ✅ Real internal workflows automated live | ❌ Passive 60-min slide decks |
| Hallucination Defense & Quality Gates | ✅ Falsifiable ≥90% precision/recall gates | ❌ Subjective 'looks good' signoffs |
| Regulatory & Compliance Depth | ✅ HIPAA, SEC, FINRA, EU AI Act audit coverage | ❌ Superficial disclaimers |
| Data & tool advice | ✅ What to use, what not to, and how the team should handle it | ❌ Default public cloud prompts |
| Enterprise Pedigree | ✅ Director-level T&D background, not a weekend workshop | ❌ Generic bootcamp trainers |
| Measurable Time ROI | ✅ 10–15 hrs/wk verified drag reduction | ❌ Unmeasured theoretical advice |
Deployment methodology
A structured transition from operational drag to embedded, auditable AI execution.
We isolate your top 3 document-heavy bottlenecks (e.g. clinical QA, multi-vendor reconciliation) and establish domain-specific ground-truth scoring criteria.
Output
Ground-Truth Scorecard & Data Risk Matrix
Live, hands-on cohort sessions using real, sanitized operational files. We build locked prompt repositories, structured JSON schemas, and automated task harnesses.
Output
Custom Prompt Repo & Task Automations
Enforce ≥90% precision/recall release standards, run automated regression tests against hallucination, and hand off permanent operating documentation.
Output
Regression Test Suite & SOP Playbook
The firm
Forward a briefing internally. Run the diagnostic. Meet Must Adapt AI — a NJ/NY practice, not a freelance trainer.
Questions first