Understand the failure.
Choose the next move.

Practical field notes for teams facing unreliable AI, unfinished applications or a difficult recovery decision.

Separate retrieval failures, unsupported claims and missing product boundaries.

A practical review of the gap between generated scaffolding and a releasable product.

Use evidence, dependencies and operating cost to choose the next investment.

Understand vibe coding, recognise unfinished implementation and turn a fragile AI-built app into a scoped recovery project.

Identify unsupported answers, false product promises and citation failures. A practical guide to investigating hallucinations in business AI systems.

The next step can be a small one.

Tell us where it
started going wrong.

A free initial assessment to understand the problem, discuss recovery options and agree a sensible next step.