Pillar · reference · v2.1 · updated August 2026 · 11,200 words
AI transformation in the enterprise
The complete reference: which decisions to automate, how to prove a system behaved correctly, what integration actually costs, and the failure modes that appear six months after a successful pilot.
Written and reviewed by practitioners who have delivered these systems. Ungated, citable, and versioned — the changelog records what changed and why.
- Hubs
- 9
- Articles & tutorials
- 74
- Glossary terms
- 52
- Capability page
- AI transformation
9 hubs
- 01
Deciding what to automate
Candidate selection, the labelled-history test, and the decisions that should stay human.
9 articles - 02
The decision boundary
Automated, recommended, human — written as policy and implemented as code.
8 articles - 03
Data and retrieval
Ground truth, corpus design, staleness, and citation to source.
10 articles - 04
Evaluation
Test suites before pilots, regression on model change, and what a passing score does not prove.
9 articles - 05
Evidence and audit
Logged rationale, reconstruction two years later, and what a regulator asks for.
8 articles - 06
Integration architecture
Identity, workflow, systems of record, and the service that commits a decision.
9 articles - 07
Agents and coordination
Where AI meets a ledger: signing boundaries, thresholds, rollback.
7 articles - 08
Operating a model in production
Monitoring, drift, incident response, and the rollback that has been rehearsed.
8 articles - 09
Cost, timeline and team
What these programmes actually cost, and where the estimate goes wrong.
6 articles
Published in this pillar
- Technical13 min
Evaluating a model before a pilot
A test suite built from labelled history, run before anyone sees a demo — and an honest account of what a passing score does not prove.
Changelog
- v2.1Evidence and audit section rewritten after two regulated deployments.
- v2.0Agent coordination separated into its own pillar.
- v1.0First publication.
For machine readers
TechArticle and DefinedTermSet markup, a stable citation block, and /llms.txt. Nothing here is gated or paywalled.
Other pillars
The term contract: The build — 250 terms here · The capital — gda.group · The coordination — flashygroup.com. One term, one home.