Governance before retrieval. Proof before release.

Governance for AI that actually means no evidence, no execution.

TenantSage proposes a deterministic governance architecture for multi-tenant AI. It resolves authority before retrieval, constrains retrieval to eligible evidence, and specifies durable proof for governed execution. Implementation claims require evidence tied to a tested build.

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Why ACLs break

Retrieval security fails when permission state drifts.

Identity can be correct while evidence eligibility is stale, duplicated, or bypassed through privileged paths. Once restricted evidence reaches context, downstream generation controls cannot reliably repair the retrieval failure.

  • Permission drift
  • Stale metadata
  • Cache leakage
  • Debug or owner bypass
  • No durable proof

What TenantSage does

Separate governance eligibility from semantic relevance.

Deterministic authority resolution

Sealed Eligible Evidence Boundary (EEB)

Governed retrieval

Approval-bound execution

Durable receipts and replay-verifiable actions

No verified identity → no authority. No authority → no retrieval. No governed evidence → no generation. No ValidationApproval → no execution. No durable completion proof → no successful execution claim.

Operational benefits

Multi-tenant isolation
Governance compliance support
Auditability
Fail-closed behavior
Deterministic, testable, falsifiable controls

Use cases

SaaS copilots
Regulated industries
Internal AI platforms
Enterprise governance layers

Privacy & discrimination

Access control is one part of responsible AI.

TenantSage specifies explicit authority and eligible evidence boundaries to reduce inappropriate disclosure before retrieval. Receipts support review without treating raw customer content as public proof.

Fair outcomes need separate evidence.

Restricting who can access evidence does not establish that data, policies or AI-assisted decisions are free from discrimination. Consequential uses require appropriate outcome testing, human review and a way to challenge decisions. TenantSage does not claim to provide those assurances by itself.

Privacy and legal boundaries

Evidence-safe by design

Built on a falsifiable architecture, not marketing claims.

The published paper is a design specification. Any implementation status must be supported by commit-bound tests and deployment evidence; independent assurance remains a separate milestone. TenantSage is not presented as certified or production verified.

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