Shipping
Jul 26A11yReadyTwo reviewer-driven hardening pushes since the last update. On fillable forms, the…Jul 26QuillPhase-1 review flow shipped. Primary Data table shows ⚑ needs-attention when any…Jul 26QuillDrawer polish: Advanced-view toggle hides dormant Queue Info and Phase-4 enrichment.…Jul 26QuillAggregator dedup: prod Firestore was silently ingesting duplicate invoices (same PDF,…Jul 26QuillUI aligned to Multco BRANDING.md palette (#316094 steel blue). New Pill primitive with 6…Jul 26VantageThe agent-written test now drives the real application — end-to-end grounding confirmed…Jul 24QuillFirst working end-to-end Primary Data flow shipped: aggregator turns raw extractions into…Jul 24QuillAlignment complete — VISION, ARCHITECTURE, DATA_MODEL, ROADMAP, CHANGELOG, and 8 ADRs…Jul 21A11yReadyClosed the biggest structural gap in the converter: fillable forms had no output check at…Jul 19VantageA six-week blind spot in the knowledge base — found, closed, and guarded. Fifteen…Jul 26A11yReadyTwo reviewer-driven hardening pushes since the last update. On fillable forms, the…Jul 26QuillPhase-1 review flow shipped. Primary Data table shows ⚑ needs-attention when any…Jul 26QuillDrawer polish: Advanced-view toggle hides dormant Queue Info and Phase-4 enrichment.…Jul 26QuillAggregator dedup: prod Firestore was silently ingesting duplicate invoices (same PDF,…Jul 26QuillUI aligned to Multco BRANDING.md palette (#316094 steel blue). New Pill primitive with 6…Jul 26VantageThe agent-written test now drives the real application — end-to-end grounding confirmed…Jul 24QuillFirst working end-to-end Primary Data flow shipped: aggregator turns raw extractions into…Jul 24QuillAlignment complete — VISION, ARCHITECTURE, DATA_MODEL, ROADMAP, CHANGELOG, and 8 ADRs…Jul 21A11yReadyClosed the biggest structural gap in the converter: fillable forms had no output check at…Jul 19VantageA six-week blind spot in the knowledge base — found, closed, and guarded. Fifteen…

Live Assessment Demo

How ready is your organization for AI?

Describe your organization's AI situation and get a structured leadership readiness assessment in 30 seconds — a working example of how I structure program-level AI thinking. Multi-model pipeline (GPT-4o + Claude) built end-to-end as a small public glimpse of the engineering discipline I bring to embedded program work.

AILCM Framework12 SubdimensionsMulti-Model PipelineGPT-4o + Claude

Try a sample scenario

Public Sector

Government Agency

A federal agency exploring AI for citizen services with compliance constraints and skeptical leadership.

Enterprise

Manufacturing Enterprise

A global manufacturer scaling AI from successful pilots to enterprise-wide adoption against plant-level resistance.

Startup

Healthcare Startup

A health-tech startup building AI diagnostics navigating the tension between speed and clinical validation.

0/3000

How This Works

1
Domain AnalysisGPT-4o

Evaluates your description against 12 subdimensions using structured function calling for consistent scoring.

2
Strategic SynthesisClaude

Synthesizes domain scores into resistance analysis and tactical recommendations using OVERRIDE frameworks.

Combined Assessment

Structured scores + narrative insight + actionable next steps.

AILCM Framework
Governance
4 subdimensions
Digital Acumen
4 subdimensions
Adaptability
4 subdimensions

Based on the AILCM framework and OVERRIDE methodology by Loren Cossette (2026). This demo provides a simplified assessment — full analysis available through consulting engagement.