You get a structured challenge of the material facts, sources, reasoning and boundaries in the output before it is relied on or released.
Weak evidence, contradictions and uncertainty remain visible rather than being polished away.
AI Output Assurance & Red-Team Review
Challenge important AI-assisted output before somebody else finds the weakness first.
AI-assisted work may contain factual, evidential, reasoning, safety or boundary failures even when the finished output looks convincing.
For: Organisations producing material AI-assisted outputs.
£750 fixed fee
One defined document up to 5,000 words or one presentation up to 20 slides, for one stated audience and intended use, with up to 10 material source items and one focused re-check.
Planned delivery: normally within three working days once the complete agreed pack is received.
Evidence challenged, not rubber-stamped · uncertainty stays visible · no certification claim or promise that every possible error will be found
What changes
What you will receive
Source and evidence check
Check whether material claims are actually supported by the supplied sources.
Adversarial review
Challenge reasoning, hidden assumptions, contradictions and overclaiming.
Defect register
A prioritised record of material defects and why they matter.
Corrections
Focused correction recommendations where the evidence supports them.
Residual-limit statement
A clear statement of what remains uncertain or outside the review boundary.
WORKED EXAMPLE
See how this can work
Example situation: AI-assisted work may contain factual, evidential, reasoning, safety or boundary failures even when the finished output looks convincing.
We would start with what is happening now and the information already available, then work through the service described on this page. If the problem needs a different route, we would say so before broadening the work.
A clearer result: You get a structured challenge of the material facts, sources, reasoning and boundaries in the output before it is relied on or released.
What you could receive: Source and evidence check, Adversarial review, Defect register, Corrections, and Residual-limit statement.
Illustrative example — shown to explain how the service can be applied. It is not a customer testimonial or measured result.
What the engagement looks like
- Service type
- Assurance service
- Delivery
- Remote
- Pricing
- £750 fixed fee
- Scope
- One document up to 5,000 words or one presentation up to 20 slides; up to 10 material source items; one audience and intended use.
- Planned delivery
- Normally within three working days once the complete agreed pack is received.
This is evidence and reasoning assurance, not proofreading, legal sign-off or certification.
What needs to be in place?
The final or near-final output, intended audience and intended use.
The material source set needed to test the important claims.
Confirmation that the customer is authorised to share the material.
Passwords, credentials and unnecessary personal or sensitive information are not required.
What is outside the scope?
No regulated certification.
No guarantee that the review eliminates all error.
No legal, clinical, safety-critical, regulated financial or other specialist sign-off outside competent scope.
Is this the right service?
It fits material AI-assisted work where an independent challenge of facts, sources and reasoning is proportionate to the consequence of an escaped defect.
If a competent colleague can check the output adequately and the consequences of error are small, the review may not be worth buying.
What this service does not promise
The review does not promise that every possible error will be found or that a regulator, court, client, board, funder or other third party will accept the output.
FROM INTEREST TO A CLEAR DECISION
How to get started
Start with the problem, not a purchase decision. We will check whether this service fits before anything is agreed.
1. Tell us what is happening
Share the problem you are trying to solve, what you already have and any deadline or constraint that matters.
2. We check the fit
We check the scope, the information we would need, the fee and whether this is genuinely the right service. If it is not, we will say so.
3. You decide with the facts clear
Nothing starts until you know what is included, what is not, what you need to provide and what happens next.
There is no pressure to add another service. The useful next step is simply to decide whether this one solves the problem in front of you.
Start with the output
What is about to go out, and what would matter if it were wrong?
Tell us what the output is, who will use it, when it is due and which sources matter.