Enterprise AI for regulated industries: reduce risk by governing the reasoning Every answer arrives with the reasoning behind it — the data it used, the definition it applied, the person who approved it. Reviewed before anyone acts on it, and on the record afterwards.
Recognized by Gartner for Machine Learning, Data & Analytics
The risk isn’t a wrong answer. It’s an answer nobody can account for.
In a regulated business, a number is only as good as the trail behind it. Most AI tools hand you the number and keep the trail to themselves.
Fast answers your reviewers can’t sign off on.
- ×Nobody can say which records the answer came from, so someone re-derives it by hand before the business will act on it.
- ×Two teams ask the same question and get two different numbers, because each used its own definition.
- ×The reasoning disappears when the session ends. The next audit request starts from nothing.
- ×Sensitive records travel to wherever the tool wants them, and the project stalls in security review.
Answers that arrive with their own evidence.
- ✓Each answer comes with a Reasoning Plan: the sources it used, the steps it took, and the figures behind each one, in plain language.
- ✓Definitions are approved once and applied every time, so “net revenue” or “covered life” means one thing across the business.
- ✓Plans are versioned and kept. A year later you can show what was asked, how it was answered, and who approved it.
- ✓Records stay inside your own environment, and each person sees only what their role already permits.
Governing the reasoning is what turns an AI answer into something your business can defend.
Customers
Four questions you have to be able to answer.
Examiners, auditors, actuaries and your own risk committee all ask a version of the same four. LangGrant is built so the answer is already on file.
Where did this number come from?
The Reasoning Plan lists every source the answer drew on and every step it took, with the figures at each step. You read it as a narrative, not as code.
Who approved the way it was calculated?
A plan is reviewed by the people accountable for it before it is used again. The approval, the approver and the date are part of the record.
Who was allowed to see the underlying data?
Access follows the rules you already enforce. Each person, and each automated request, sees only the fields their role permits, and sensitive fields can be masked or withheld.
Can you produce the same result a year from now?
Plans are versioned and stored. Re-run one and you get a current answer by the approved method, next to the earlier version it replaced.
Same discipline, four different regulators.
The questions differ. The requirement doesn’t: show the work, apply the agreed definition, keep the record.
Financial services
Every reported figure has to survive a challenge — from an examiner, an auditor, or your own board.
Questions people bring
- Why did margin move this quarter, driver by driver?
- Where do our billing and settlement records disagree, and by how much?
- Which exposures changed since the last reporting period?
What governing the reasoning buys you: one approved definition of each reported measure, and a written derivation for the number you put your name to.
Insurance
Pricing, reserving and claims decisions are all reviewable, and all have to be explained to somebody.
Questions people bring
- Which segments are driving loss ratio, and since when?
- How does claim severity differ by state, product and channel?
- Which policies match the pattern we flagged last month?
What governing the reasoning buys you: an explanation an actuary or a market-conduct reviewer can follow, and the same method applied consistently across states and lines.
Healthcare
Patient records carry the strictest handling rules you have, and the reporting deadlines don’t move.
Questions people bring
- Which populations are driving cost of care this period?
- Where are claims and clinical records inconsistent?
- How do we stand against this quality measure right now?
What governing the reasoning buys you: patient records stay inside your own environment, access stays inside the rules you already enforce, and the measure is calculated the approved way every time.
Pharmaceuticals
Analysis behind a submission, a safety review or a launch decision has to be reproducible on request.
Questions people bring
- What does uptake look like by geography and channel?
- Which sites or suppliers are trending away from spec?
- How does this population compare with the one we reported last time?
What governing the reasoning buys you: a stored, versioned method you can re-run and hand over, instead of a spreadsheet somebody has to reconstruct from memory.
Control the method, not just the output.
Checking answers one at a time doesn’t scale, and it never catches the ones nobody thought to check. Govern the reasoning instead, and every answer that comes out of it inherits the control.
Reviewed before it’s relied on
Someone accountable for the number reads the reasoning and approves it. Nothing becomes the house method by accident.
One agreed definition
Approved definitions are reused, so a measure is calculated the same way in every report, by every team, every quarter.
Access stays as you set it
People and automated requests see only what their role permits. Sensitive fields can be masked or withheld without blocking the question.
Your records stay where they are
LangGrant runs inside your own environment and reads the systems you already run. Nothing is copied out to a new platform first, and the AI model itself never receives your records.
A record that survives the year
Every version of every plan is kept, with what changed and who approved it, so an audit request becomes a lookup rather than a project.
Reused instead of rebuilt
Approved reasoning becomes the starting point for the next question, so your experts stop answering the same one every quarter.
- Review
- Approve
- Version
- Reuse
- Audit
Less exposure, less rework, shorter reviews.
Governed reasoning isn’t a compliance tax. It is what makes the speed usable.
Answers clear review the first time
Reviewers get the derivation with the number, so approval is a reading exercise instead of a reconstruction exercise.
Audit requests stop being fire drills
The evidence was written as the work happened. Producing it later means retrieving a plan, not interviewing whoever ran the numbers.
Your specialists stop repeating themselves
The reasoning your best people supply is captured once and reused — by colleagues and by AI — instead of being explained again each quarter.
One number, not one per team
Approved definitions travel with the plan, so finance, actuarial, clinical and commercial teams stop reconciling each other’s versions.
Security review has something to review
Where the data sits, who can see it, and who approved the method are settled up front — which is exactly where AI projects in regulated firms usually stall.
You start on the systems you have
No migration programme and no new platform of record before the first useful answer. LangGrant reads the databases already in production.
From the team behind Windocks
Built by a team that already works under these rules.
LangGrant is the new product from the team behind Windocks, whose database technology runs in production at healthcare payers, insurers, pharmaceutical companies and claims processors — environments where moving data is constrained by law, policy or audit.
Named by Gartner for ML, Data & Analytics
Windocks is cited in Gartner research on machine learning, data and analytics — the same foundation LangGrant uses to answer questions from the systems you already run.
Named by Gartner for Database CI/CD
Windocks is named in Gartner research for database delivery. The same care in handling production data is built into LangGrant.
Bring one question you have to defend.
Pick a real one — from the close, from a reserving review, from quality reporting, from a launch analysis. In a single working session we will answer it from your own data and leave you with the reviewed, reusable Reasoning Plan behind the answer.
- ✓See the answer and the reasoning behind it, side by side.
- ✓Watch role-based access hold while the question is answered.
- ✓Keep the plan, re-run it later, and see exactly what changed.
Book a demo
Tell us the question you need to defend and we will bring it to the session.
Download
Evaluate LangGrant inside your own environment, on the systems you already run.