Every decision sealed.
Every claim attributed.
Provenance-first AI workspace for legal and finance teams. seds turns every response into an attested record — STEMMA attribution, cryptographic seal, and a full audit trail. Where generic chatbots fabricate citations, seds extracts mechanical evidence from the model's own attention heads.
Provenance is the foundation; enterprise controls live one layer up. The full audit + compliance + identity surface ships in the same workspace — no SOC2 / GDPR retrofit, no external add-on.
EU AI Act · HIPAA · GDPR export packets, one click per receipt. Backend renderers shipped Sprint A-C; picker live since Sprint 96.
Append-only record of every /think completion. Filters by member, event type, time window. Drops into SOC2 evidence collection without a custom integration.
Owner / admin / curator / member. Bulk invite via email, revoke with one click, pending state visible to admins.
Programmatic access tokens scoped to the workspace. Same identity provider as the human session — one revoke flow for both.
Per-identity token bucket on the API. Read / write quotas tuned per tier; 429 with explicit retry-after header.
Server-side error tracking + cookieless analytics, both env-gated. No PII in the analytics pipeline; no consent banner needed.
Sealed receipt
Every response is delivered with an SHA-256-signed m5.9 receipt. Tampering is byte-detectable. Compatible with EU AI Act and SOC 2 audit-log requirements.
Mechanical attribution
STEMMA distributions are read from the model's own attention heads — not heuristic citation, but mechanical provenance.
Built-in counter-evidence
The model structurally surfaces counter-evidence beneath each claim. AI that knows when to say "we don't know."
seds doesn't just produce PDFs. It produces a .klm.
Knowledge Lineage Manifest — an open, portable, self-contained container for every AI-generated report. Where a PDF carries only content, a KLM also carries provenance: per-block receipts, STEMMA distributions, gamma vectors, VARVE signatures, the template snapshot, and an Ed25519 seal.
- Content✓
- STEMMA distribution✗
- Per-block receipt SHA✗
- Template lineage✗
- Offline tamper detectionpartial
- Web citation archive✗
- Content (PDF + HTML)✓
- STEMMA distribution✓
- Per-block receipt SHA✓
- Template lineage✓
- Byte-precise tampering✓
- Pin-on-export web archive✓
- LEGALContract risk analysis · clause libraries · case-law retrieval · sealed memoranda export.
- FINANCEFinancial-statement parser · sealed investment theses · filings analysis · ratio analytics.
- BANKINGKYC research · regulatory compliance checks · risk pattern analysis. (V2)
- HEALTHCAREMedical literature retrieval · drug-interaction screening · clinical guideline alignment. (V2)
Want to pilot seds with your team?
We are running early pilots with law firms, financial advisors, and insurance carriers. Three months at no cost, unlimited queries, the Legal and Finance Packs, and a custom VARVE trained on your corpus. 50% off founding-customer pricing in exchange for structured feedback.