Shipping
Sep 3A11yReadyForms V1 kicked off with the fidelity foundation shipped: a content-completeness gate now…Sep 2A11yReadyTrack A closed end-to-end. Batch-11 verified on the serving Cloud Run revision:…Aug 25VantageLocked suite reached 416 via the corpus→coverage loop — six net-new locks in a day, every…Aug 25VantageThe “A_Pgm de-gate” landed — one admin read now covers the config side of ~24 role-gated…Aug 25VantageFifth platform-found UCR defect filed — an admin “Active” flag that isn’t…Aug 25VantagePublic metrics pipeline moved to GitHub Actions after source-of-truth was consolidated to…Aug 24A11yReadyA 39-document cross-sample — fillable forms, meeting minutes, agendas, election results,…Aug 24VantageThe 250-page UCR User Guide was mined into typed oracles — the authoritative behavior…Jul 30A11yReadyThe self-improvement (learning) system is back on in production, off a validated…Jul 26QuillPhase-1 review flow shipped. Primary Data table shows ⚑ needs-attention when any…Sep 3A11yReadyForms V1 kicked off with the fidelity foundation shipped: a content-completeness gate now…Sep 2A11yReadyTrack A closed end-to-end. Batch-11 verified on the serving Cloud Run revision:…Aug 25VantageLocked suite reached 416 via the corpus→coverage loop — six net-new locks in a day, every…Aug 25VantageThe “A_Pgm de-gate” landed — one admin read now covers the config side of ~24 role-gated…Aug 25VantageFifth platform-found UCR defect filed — an admin “Active” flag that isn’t…Aug 25VantagePublic metrics pipeline moved to GitHub Actions after source-of-truth was consolidated to…Aug 24A11yReadyA 39-document cross-sample — fillable forms, meeting minutes, agendas, election results,…Aug 24VantageThe 250-page UCR User Guide was mined into typed oracles — the authoritative behavior…Jul 30A11yReadyThe self-improvement (learning) system is back on in production, off a validated…Jul 26QuillPhase-1 review flow shipped. Primary Data table shows ⚑ needs-attention when any…

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.