Cited answers, permission-aware by design.
Ask anything across your SOPs, transcripts, and connected systems. Mnemos retrieves only what the asker can see, cites every claim, and stamps a full audit lineage on every response.
Legacy plan offboarding follows a three-stage process. Stage one[1] is a 30-day grace period with an automated data export. Stage two triggers a manual review by your account's assigned AE[2]. Stage three archives the workspace and revokes integration credentials via the integration service[3].
Hybrid retrieval, then permission, then synthesis.
Plan
The query is decomposed. Graph hops, lexical terms, and semantic embeddings are scheduled in parallel.
Retrieve
Hybrid retrieval over pgvector, trigram, and graph traversal. Top-K candidates from each strand are unioned.
Filter
Each candidate is evaluated against the asker's ACL, derived from source systems and Mnemos roles. Restricted content is dropped before synthesis.
Cite
The model is constrained to cite the retained candidates. Spans, freshness, and audit IDs are rendered into the answer.
Access enforced at retrieval, not at render.
Most AI search products show every user the same vector index and try to filter on the way out. Mnemos applies ACLs before the model ever sees the candidate. If a document is restricted, the model cannot leak it because the model never receives it.
- ACL inheritance from Google Drive, Notion, SharePoint, and Confluence.
- Mnemos roles layered on top — department, tenure, project.
- Tenant boundary enforced by row-level security in Postgres.
- Full audit lineage: who asked, what was filtered, what was cited.
Search that knows the shape of work.
Workflow-aware
Questions about a workflow surface the live owner, the canonical SOP, and the recent incidents in one response.
Always cited
Every claim renders with a hover preview of the source span. No anonymous AI prose.
Audit on every answer
Each response carries an audit ID linking the question, the retrieved set, the filter decisions, and the model used.
Ask your company anything.
Permission-aware. Cited. Auditable. Available on the web, in Slack, in Teams, and over API.