Eve — Shared Firm Knowledge + Auditor
Plaintiff-law AI operating layer (EveOS) spanning intake, case work, research and firm analytics; its Auditor module reviews open matters for missed case value. The firm-wide knowledge store is no longer a named module on the homepage.
Active · Verified 2026-10-22 · fresh as of 2026-10-22 · 32 cited facts, 0 with a third-party source · 1 recorded change · Suggest a correction
At a glance
- Tier
- T1
- Created
- 2023 (founded 2023 by David Zeng Jay Madheswaran Matt Noe; operating as Butler Labs Inc) vendor fix
- Latest release
- not applicable — not OSS fix
- License
- not applicable — not OSS fix
- GitHub
- not applicable — no GitHub repo fix
- Pricing
- No public pricing; demo / sales-led vendor fix
- Funding
- $103M Series B at $1B+ valuation (2025-09-30) vendor fix
- Freshness
- 2026-10-22 fix
- Layer
- agent-infra repo fix
- Licensing
- commercial vendor fix
Memory taxonomy
- storage
- vector
- retrieval
- similarity
- persistence
- long-term
- update
- extraction
- unit
- document
- governance
- auditable
- conflict
- llm-arbitrate
When to use
Optimised for: matter-scoped privilege + audit + firm-precedent memory
Anti-fit: not for non-legal verticals; not for self-represented litigants
Pros & cons
Pros
Auditor mechanism explicitly checks AI output against firm knowledge — directly addresses hallucination risk in legal context.
Cons
Newer entrant with limited track record; smaller deployment base than Harvey or Luminance.
Claims & capabilities
900+ plaintiff firms at GA (2025). Auditor runs unprompted against full case inventory.
Technical surface
- API surface
- searched not found
- Backend storage
- searched not found
- Deployment
- searched not found
- Embedding model
- searched not found
- Multi-tenancy
- Strict isolation at organization, user, and workflow levels; case data never used to train shared models
- MCP
- no MCP support advertised — vertical product, no MCP server / client integration documented
- A2A
- no A2A protocol support advertised — vertical product, no A2A integration documented
- OpenTelemetry
- no OpenTelemetry integration advertised — vendor logs/observability not publicly documented
Alternatives to Eve — Shared Firm Knowledge + Auditor → live options ranked by shared design, licence, hosting and MCP support
Similar systems
Other vertical / domain-specific ai memory in the catalog, ranked by inbound references.
- Inworld AI T1
Formerly an NPC character engine with named Long-Term Memory; now sells realtime voice models (TTS-2, STT-1, speech-to-speech) and OpenAI-compatible open-model inference. Character/NPC memory is no longer the headline product.
- NVIDIA ReMEmbR T3
Builds long-horizon memory by captioning video segments with VILA, storing captions with timestamps + 3D position coordinates in MilvusDB. At query time, LLM iterates retrieval across text, time, and position modalities. Deployed on Nova Carter robot (Jetson Orin).
- Abridge T1
Clinician-assist ambient documentation. Source mapping: every AI-generated summary element traced back to the source utterance. Audit-and-trust layer over episodic memory. Built on proprietary 1.5M+ medical-encounter dataset.
- ASAPP GenerativeAgent T1
Treats memory as first-class architecture. Captures the digital footprint of every interaction; retrieves preference and history at engagement time. Public example: airline knowing a frequent flyer wants aisle seats with her son — preference-aware, not just history-lookup.
- BenevolentAI T1
Taken private: merged into Osaka Holdings (renamed BenevolentAI S.A.) and delisted from Euronext Amsterdam 2025-03-13. Target identification / drug repurposing / mechanism tracing. 85+ data sources, petabyte-scale, rebuilt every few weeks. Wet-lab results re-enter the graph and shift downstream predictions — institutional experimental memory closing a feedback loop. As of Oct 2026 benevolent.com leads with Qor, powered by BenevolentAI, a life-science intelligence service for biopharma decision makers and consultancies. Qor (qor.one) is a continuously updated decision-intelligence service built on BenevolentAI's knowledge graph and reasoning methods: it tracks evidence on an asset or indication (competitive position, rival readouts, comparable deals), source-verifies each claim and flags when an earlier conclusion stops holding. It targets biotech teams and life-science consultancies.
- Causaly T1
Agentic AI platform for life sciences: orchestrated scientific agents over a curated biomedical knowledge graph (plus Bio Graph and Pipeline Graph), an evidence-retrieval system and an enterprise data fabric over literature, trials and patents.
Sources (31 cited facts, 0 third-party)
Each fact links to the page it came from; the badge says who published it (how to read sources).
- What it is Firm-level store + nightly autonomous case auditor vendor
- What it does & what's distinct Plaintiff-law AI operating layer (EveOS) spanning intake, case work, research and firm a… vendor
- Claims / benefits 900+ plaintiff firms at GA (2025). Auditor runs unprompted against full case inventory. vendor
- Modalities text vendor
- Created 2023 (founded 2023 by David Zeng Jay Madheswaran Matt Noe; operating as Butler Labs Inc) vendor
- Funding $103M Series B at $1B+ valuation (2025-09-30) vendor
- Customers / scale 900+ plaintiff firms at GA (2025) vendor
- Pricing No public pricing; demo / sales-led vendor
- Founders / pedigree Eve Legal (no founders named publicly; plaintiff litigation AI; no data from search) vendor
- Memory volume / scale internal — undisclosed (firm-level store; litigation domain) vendor
- Multi-tenancy Strict isolation at organization, user, and workflow levels; case data never used to tra… vendor
- Encryption AES-256 end-to-end + TLS/SSL in transit; SOC 2 Type II (first legal AI to certify) + HIP… vendor
- Consistency strong consistency (legal accuracy requirement) vendor
- Versioning matter-versioned (per-matter document history) vendor
- Tombstoning matter-closure soft delete + privilege-log retention vendor
- Schema evolution schema with migration vendor
- Namespace primitives matter-per-tenant + firm-tenant (ethical-wall isolation) vendor
- Contradiction handling LLM resolves and overwrites vendor
- Forgetting policy matter-retention policy (firm-defined; commonly 7-10 years post-matter-close per state b… vendor
- Validated verticals legal (BigLaw, plaintiff litigation, in-house, transactional, contracts) vendor
- Time to running <1week to weeks-to-months (firm procurement + matter integration) vendor
- Anti-fit not for non-legal verticals; not for self-represented litigants vendor
- Optimised for matter-scoped privilege + audit + firm-precedent memory vendor
- Adjacent infrastructure requires DMS / case-management integration + identity provider vendor
- Pros Auditor mechanism explicitly checks AI output against firm knowledge — directly addresse… vendor
- Cons Newer entrant with limited track record; smaller deployment base than Harvey or Luminance. vendor
- Project & sources eve.legal Oct 2025 updates vendor
- architecture-deployment-locus cloud vendor
- licensing-bucket commercial vendor
- positioning-platform-vs-product product vendor
- taxonomy-three-layer-rollup agent-infra repo
What changed
Changes to this record's lifecycle, licence, release, pricing and hosting facts, from the catalog's git history. Subscribe (Atom)