The slowest part of adopting AI is proving it is governed.
Meet Non-Intrusive AI Assurance.
AI is worth having. What delays it is that nobody can say what is running, who owns it and whether it is governed. So the same questions are asked again every time a customer, an auditor or the board arrives. Answer them once, and keep the answer current.
First findings within minutes of connecting. Not months of deployment.
AI changes continuously. Your assurance should too.
app.ledgermind.example
- Found via
- Service metadata, company network
- Owner
- IT Operations assigned
- Risk, for this use
- Limited confirmed
- EU AI Act
- Screened — minimal obligation tool level
- Evidence
- DPA on file · contract to 03.2027
- Business value
- High — “saves finance ~5 hrs/week”
Not in this record: prompts, file contents, message bodies, or who typed what. Assurance is built from service metadata and the answers people give.
AI arrives three ways. Only one of them is recorded.
Your approved list is accurate. It is also the smallest of the three, because the other two never passed a gate.
- BoughtLicensed and invoicedProcurement · recorded
- EmbeddedSwitched on by a vendorNo gate · no record
- AdoptedSomeone just started using itNo gate · no record
Your actual estateAll three arrive. Only one was recorded.
Same gap. Seven different problems.
Nobody here has AI governance in their job title. Seven people are doing it anyway, each looking at the same estate from a different angle.
Select a role to read what they see.
nobody can see
non-executive · three hours a quarter
You're asked to accept a representation nobody can support.
Management tells you AI is under control. A survey of department heads is not evidence, and you can't discharge oversight on one. What you need is a position with a date on it, a stated method, a confidence level and a declared limitation.
No upside claimed here. This chair needs defensibility, and that's the whole of it.
what you take awayThe Governance Report
exec table · board twice a year
You told the business to adopt AI. It did.
Now you're asked whether it's under control, in the room where you have least room to be wrong, carrying a representation you can't fund.
The same record shows where AI is genuinely working and where it isn't — which turns an AI-forward promise into something you can show the exec team rather than assert.
what you take awayThe Governance Report and the Contractual View
half a day a week · no authority
You already asked. The list came back wrong.
This landed on you with no mandate, no time and no mechanism. You emailed the department heads and got back something incomplete — which is worse than not asking, because now you've documented that you asked.
What changes isn't the information. It's that each tool ends up with somebody else's name against it, and you stop being the department of no.
what you take awayThe Estate Report
CISO · or whoever holds it
Your controls were built for a different exit route.
Email, USB, file sharing. Someone pasting customer data into a browser tab is an ordinary session your stack doesn't flag — and you may already have answered a customer questionnaire in good faith on a basis that doesn't hold.
Safe adoption rather than blocked adoption. That's the honest upside here and we won't stretch it further.
what you take awayThe Estate Report and the architecture page
CFO · finance director
You sign things you can't currently evidence.
Insurance renewals, customer representations, diligence responses. Ask what the business spends on AI or who the suppliers are and you'd have to guess — and you'd guess low.
For the first time you can see which AI services the business actually uses, and which have a contract and DPA on file. That's the basis for the spend conversation, not the answer to it.
what you take awayThe Governance Report
indirect and IT spend
AI reaches your suppliers' contracts before it reaches your register.
It arrives on expense claims, and inside products you already buy when a vendor switches it on. Neither route passes through your process.
AI services and their contract and DPA status, before the next renewal rather than after it.
what you take awayThe Contractual View
revenue · the deal that stopped moving
Your deal is stuck in someone else's security review.
The questionnaire came back with AI questions nobody internally can answer, so the deal sits in your customer's procurement queue. You are not exposed here. Your pipeline is.
The answer exists before the question arrives, so the AI section stops being a two-week internal chase and the deal keeps moving.
what you take awayThe Governance Report, to hand to whoever answers the questionnaire
The longer version of each — including a note for whoever bought the tool in the first place.
Two clocks are running. Only one of them is on your calendar.
The EU AI Act's high-risk obligations land in December 2027. Your customer's next security review lands sooner, and it already has an AI section in it.
Regular AI use on corporate devices rose from 15% to 45% in a single year, and 67% of those users sign in with non-corporate accounts (Verizon, Data Breach Investigations Report 2026). Organisations with a high level of shadow AI saw breach costs around $670,000 higher (Cost of a Data Breach 2025). Supporting arguments, not the reason.
You don't need to watch people to govern AI.
Moustr discovers the AI appearing across your organisation, establishes who owns it and continuously maintains the evidence that it's governed — without reading prompts, inspecting files or monitoring employees.
Thirty days of the complete product on your own estate. No card, and nothing to cancel.
Or read the three reports it produces, published in full and ungated: example reports.
Find out what's running.
Request your free 30-day trial. We'll be in touch within one working day for a quick 10-minute call — that's all it takes to set it up so it shows you something useful from day one.
Your phone number is only for that call. We use these details to arrange your trial and nothing else, and you can cancel the request from the email we send you.