MODULE
Mühür — the sealed answer engine
Mühür seals high-stakes answers with their source, timestamp, and policy context. Every answer the institution may one day have to defend becomes a permanent record of that moment.
Use cases
Decision grounds
An AI answer feeding a credit, limit, or underwriting decision is sealed with its source, time, and policy context — and becomes part of the decision file.
Customer disputes
When a dispute arrives months later, "what information and what policy produced this answer that day" is answered with a sealed record, not a guess.
Regulator correspondence
The grounds behind information given to the regulator are archived as sealed records; the source chain behind the correspondence is preserved.
Policy interpretations
Internal policy and regulatory interpretations are sealed into institutional precedent; the risk of different answers on different days becomes visible.
Capabilities
Sealing
- Source documents and passages are recorded with the answer
- Timestamp, policy version, and model version are attached
- The full context of the answer is preserved as one unit
Verification
- The integrity of a sealed record can be verified later
- Any alteration of the record is detectable
- Verification can be run independently by an auditor
Archive
- Retention periods follow Divan policy
- The seal archive is searchable and exportable
- Legal hold is supported
How it works
- 01
A high-stakes question is flagged
The user or a Divan policy triggers sealing for the answer.
- 02
The answer is produced with sources
Vezir builds the answer together with the sources and passages it rests on.
- 03
The record is sealed
Source, time, policy, and model context are bound into one record.
- 04
It is written to the archive
The sealed record enters an archive governed by retention policy.
- 05
It is verified when needed
In a dispute or audit, the record’s integrity is tested and presented.
What it delivers
- An evidenced answer to "why did we give this answer"
- Defensibility in high-stakes decisions
- That day’s context survives even as models and policies change
- Answer-level traceability in audit
Why it matters
An ordinary chat log does not stand up in an audit. Mühür turns the answers your institution may have to defend into permanent, verifiable records — bound to the source, policy, and model context of that moment.
Auditability
Sealed answers form timestamped records whose integrity can be tested and verified after the fact.
Related modules