Architecture / AIGIS resources
Prompt logs are not enough for enterprise AI governance. Security teams need to know why the model was allowed to see the data it saw, which systems were touched, and which permission checks shaped the answer.
Executive read
An AI audit trail should record permission decisions, not only text transcripts.
Every connected system needs its own identity and access evidence.
Denied access and stripped fields are audit events.
Write proposals need approval and execution records.
Analysis
A prompt log can show what text entered a model. It does not prove whether the user had permission to access each field and record inside that prompt.
AIGIS records the permission path behind the answer: systems queried, identities used, access checks run, fields stripped, model selected, and response outcome.
If a system could not map the user or a record failed access checks, that exclusion is part of the answer's governance story.
Recording denied systems and stripped fields gives auditors evidence that the platform failed closed instead of leaking context.
When AI proposes a mutation, the audit trail should capture the proposal, the human confirmation, the fresh permission check, and the execution result.
That creates an inspectable record from suggestion through action.
Comparison
Resource packet
Security brief
Use this brief to structure diligence around identity, authorization, evidence, durability, runtime safety, and claim hygiene.
Salesforce is the production proof path. ServiceNow and SAP are design-partner co-development paths with asymmetric enforcement that must be disclosed in diligence.
Keep reading
Architecture
AIGIS records which systems were queried, which identities were used, which permissions were checked, and which fields were included or stripped.
Architecture
Safe AI writes require explicit approval plus a fresh permission check at confirmation time, not only when the AI drafts the proposal.
Architecture
A practical architecture for enterprise AI governance middleware: identity resolution, live record checks, field stripping, model routing, write approvals, and audit provenance.