Solutions · Public sector

Memory your agency can explain under scrutiny

Citizen-facing copilots and internal policy assistants must survive FOIA, audit, and oversight. Amnesis separates parametric guesswork from injected, citeable memory so answers can be reconstructed—not reverse-engineered from a chat log.
Classical library interior with arches, illustrative of public institutions and civic spaces.

Illustrative stock photography · Unsplash

Why it matters

Directives, manuals, and program rules—versioned

Ingest guidance as governed nodes; pair with checkpoints when policy or law changes so “latest” is never ambiguous in a disclosure or incident review. Deploy beside your existing models and identity perimeter—without a full retraining cycle every time guidance updates.

Oversight-ready answers

Material claims trace to stored sources; thin or missing coverage is explicit—not smoothed over by fluent defaults.

Policy change, pinned

Checkpoints let you answer “what did we say effective date X?” without rewriting history or losing the thread.

Tenant-scoped workspaces

Separate corpora and access boundaries so programs don’t leak context across lines of business or partners.

Same stack, stronger recall

Use the LLMs you already approve; governed memory is the plane that makes retrieval and provenance legible to reviewers.

From statute to service desk

Three motions on the memory plane—patterned after how modern solution pages structure value, tuned for agencies: show the evidence, ship answers inside scope, and keep humans accountable.

Discover

Surface what your corpus supports—manuals, memos, and program rules—with citations and explicit gaps, not confident filler.

Deliver

Draft citizen-facing and internal responses from governed memory; escalate when policy is silent, conflicting, or out of date.

Document

Wire reviews and handoffs to the same memory plane so FOIA and audit threads inherit provenance—not one-off chat luck.

Urban skyline, illustrative of city-scale programs and services.
Illustrative context for programs serving residents and businesses. Stock image via Unsplash. Your deployment keeps source rails, scope, and review states aligned with records and security policy.

Across programs

Citizen services, policy shops, and digital service teams—one memory plane, scoped per workspace.

Team in a video meeting, illustrative of hybrid public-sector collaboration.
Citizen services & contact centers

Consistent answers from approved program text; when memory is thin, the surface says so—before a case escalates or hits the record.

Policy, legal & program offices

Versioned directives and interpretations; replay what was in force for a given period or incident.

Digital & IT modernization

Copilots that sit inside your identity and data boundaries—governed recall without a separate “shadow” knowledge base.

How memory-first AI works

Built for accountable workflows

The same surfaces for ingest, chat, and review—provenance and scope visible to program leads and reviewers.

Professionals collaborating at a table with laptops, illustrative of accountable workflows.
Governed recall in the flow of work—citations and scope visible when stakes are high. Stock image via Unsplash.

Under the hood

Deterministic memory—not a black-box retriever.

Governed recall

Embeddings from versioned node text; retrieval with a record you can inspect.

Checkpoints

Pin knowledge for fiscal years, rulemakings, or incidents—without rewriting history.

Contradiction-aware

Opposing sources stay visible; the UI doesn’t flatten guidance vs. exception into one story.

Diagram: three steps—ingest versioned nodes with provenance, scoped recall with an inspectable record, answers with citations and visible gaps or conflicts.

Trust is about scope—not charisma

No product can promise perfect answers in every situation. Amnesis is built so that within the workspace you define, material claims are traceable to stored sources, contradictions stay visible, and “we don’t have that in memory” is a first-class outcome—so teams can stand behind what they ship.