AI, honestly
The frame for the whole framework: no vendor pitches, no unattributed claims.
Hypothesis
An AI programme earns a budget line the same way any other capital request does — by naming the decision it will change, the measurement that will confirm it, and the verdict standard that would kill it.
Evidence
- Programmes that begin with a model choice tend to end with a demo. Programmes that begin with a decision to be changed tend to end with a P&L line. The order of operations, not the model, is the discriminator we see in every review.
- The recurring bottleneck is not model quality; it is the latency between an inference and the human decision that acts on it. Where that loop is shortened first, downstream value follows. Where the loop is left long, model accuracy rarely rescues the programme.
- Governance is where the value is preserved. Every model we have reviewed has drifted between the board's approval slide and the production behaviour six months later — quietly, and without a mechanism to catch it.
Verdict
Before signing the next AI invoice, write on one page: which decision will change, who owns it, how it will be measured, and what evidence would cause you to stop. If any line is empty, the programme is not ready.
Provenance of this note
No jurisdiction is recorded for the casework behind this note, so it is published as a general practitioner observation rather than as evidence from a named legal or accounting regime.
Practitioner observation — not a measured study. No baseline and no sample size are published for this note, so it must not be read as a quantified claim.
- Owner
- Bruno Hounkpati · Operating Chair
- Attribution
- Stredge Partners casework — engagements re-opened under the evidence method. Individual engagements are confidential.
- Measurement window
- 1 January 2024 – 30 June 2026
- Baseline
- Not published
- Sample size
- Not published
- Method
- Practitioner review of engagement records. No controlled sample was drawn and no baseline was measured, so this note states a pattern, not a quantity.
Citations
- Framework thesis — Stredge Partners · AI, honestly (F5) · working memo, 2026.
- Related note — The AI validation cycle (AI, honestly · No. 06) — in preparation.