Shipping
Jul 19VantageA six-week blind spot in the knowledge base — found, closed, and guarded. Fifteen…Jul 17VantageAuth-drift root-caused as the mirage behind a 93-test 'code regression'. Every test using…Jul 16A11yReadyFive reliability fixes closed the gaps a large hands-on review exposed — each shipped…Jul 16VantageFirst end-to-end MEDIC pipeline validation on live baseline data — cluster → LLM…Jul 15A11yReadyA hands-on review of a 41-document batch — spanning new document types the pipeline…Jul 13A11yReadyMeasurement you can trust, plus a reviewer loop that actually learns. A new…Jul 11VantageURL/tab root-cause fix — every editreferral test 404-ed since inception. +298 net…Jul 9Civic SentinelRenamed to Civic Sentinel; the presentation now carries a live nightly metrics strip…Jul 6A11yReadyThe self-improving loop now closes on formatting — the pipeline's single biggest…Jul 6VantageVision extractor + sweep-CLI + Tier 1 production hardening — three shippable wins in one…Jul 19VantageA six-week blind spot in the knowledge base — found, closed, and guarded. Fifteen…Jul 17VantageAuth-drift root-caused as the mirage behind a 93-test 'code regression'. Every test using…Jul 16A11yReadyFive reliability fixes closed the gaps a large hands-on review exposed — each shipped…Jul 16VantageFirst end-to-end MEDIC pipeline validation on live baseline data — cluster → LLM…Jul 15A11yReadyA hands-on review of a 41-document batch — spanning new document types the pipeline…Jul 13A11yReadyMeasurement you can trust, plus a reviewer loop that actually learns. A new…Jul 11VantageURL/tab root-cause fix — every editreferral test 404-ed since inception. +298 net…Jul 9Civic SentinelRenamed to Civic Sentinel; the presentation now carries a live nightly metrics strip…Jul 6A11yReadyThe self-improving loop now closes on formatting — the pipeline's single biggest…Jul 6VantageVision extractor + sweep-CLI + Tier 1 production hardening — three shippable wins in one…

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.