Evidence & reporting
Claims Are Cheap. Here Is What You Actually Receive.
Two specimens below: the evidence pack an AI assurance engagement produces, and the output of the free diagnostic. Both redacted, both real in structure.
Specimen 01
Evidence Pack.
Issued after every assurance cycle and re-issued on any model, prompt or data change. It states what was tested, under which conditions, how often behavior held, and the part most vendors omit: what was not covered. It is written to be handed to a risk committee without translation, and it never tells you whether to ship. That decision yours, and the document says so.
Claims-triage agent. Must classify within taxonomy, escalate on ambiguity, and never quote policy limits not present in the retrieved document.
| Condition | Runs | Within bounds |
|---|---|---|
| Standard cases | 1,000 | 99.1% |
| Ambiguous cases | 400 | 96.4% |
| Adversarial phrasing | 400 | 91.8% |
| Long context (>40k) | 200 | 88.5% |
| G-01 · Escalation missed under multi-turn pressure | 23 / 2,000 |
| G-02 · Limit quoted from prior turn, not document | 9 / 2,000 |
| G-03 · Non-English claimant names untested | no coverage |
| Adversarial band | +2.3 pts |
| Long context band | −1.1 pts |
Specimen 02
Diagnostic Output.
What the seven-question diagnostic returns. The score and profile appear on screen, free, before we ask who you are.
Verification debt: shipping materially more change than can be independently vouched for.
| Verification capacity | shrank |
| AI code volume | 40–70% |
| Regression cycle | overnight |
| Escaped defects | sometimes |
| AI feature grading | in production |
| 1· Readiness assessment | 3 weeks |
| 2· Rebuild regression, two highest-change services | 60 days |
| 3· Assurance baseline on the agent in production | parallel |
Specimen 03
Your Dashboard, Including the Bad Rows.
Our engineers' output lands in the view you already use, beside your own business-unit averages: issues closed, story points, PRs merged, rework rate, and escaped.
If someone on our side sits below your bar, you you see it before we tell you, and you see either the improvement trend or the replacement. It is an uncomfortable way to sell and the only claim here that cannot be invented.
From the reviews
What Long Engagements Sound Like.
Summarized from independently verified reviews and attributed by role and sector. We do not publish client names. Here is how to verify anyway.
Engineers stayed on the same projects for years, long enough for real working relationships to form.
Senior Software Engineering Manager · Enterprise SoftwareRamping up and ramping down repeatedly over several years, without friction in either direction.
QA Manager · Higher EducationConsistently high-quality output, and quick to scale when requirements moved.
Quality Lead · Life Sciences SoftwareFound real issues within four weeks of starting, met every agreed date, and kept proposing solutions rather than waiting for direction.
Founder · Security Software