Filevine LOIS
Embedded in case-management platform. Holds full scope of every matter — deadlines, billing, discovery, communications, negotiation history — as live context for every query. Case data is the context, not a separate retrieval corpus.
Active · Verified 2026-10-22 · fresh as of 2026-10-22 · 36 cited facts, 6 with a third-party source · 1 recorded change · Suggest a correction
At a glance
- Type
- Whole-matter context as live LLM input vendor fix
- Tier
- T1
- Created
- 2014 (founded 2014 by Nathan Morris Ryan Anderson Jim Blake; Salt Lake City UT) third-party fix
- Latest release
- not applicable — not OSS fix
- License
- not applicable — not OSS fix
- GitHub
- not applicable — no GitHub repo fix
- Pricing
- Free LOIS Explore tier (research/drafting, no card) + 90-day free trial; paid/enterprise pricing via sales third-party fix
- Funding
- $400M across two equity rounds at ~$3B valuation (announced 2025-09, led by Insight Partners, Accel, Halo Fund) third-party fix
- Freshness
- 2026-10-22 fix
- Layer
- agent-infra repo fix
- Licensing
- commercial third-party fix
Memory taxonomy
- storage
- relational
- retrieval
- injection
- persistence
- long-term
- update
- overwrite
- unit
- document
- governance
- auditable
- conflict
- document-version
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
Memory grounded in case management workflow — knows where matter / client / document fit, not just text content.
Cons
Tied to Filevine's case management platform; not useful as a standalone memory layer.
Claims & capabilities
$400M raised across two 2025 rounds (Insight, Accel, Halo). ~6k customers, 100k legal professionals.
Technical surface
- API surface
- searched not found
- Backend storage
- searched not found
- Deployment
- Managed-only
- Embedding model
- searched not found
- Multi-tenancy
- Logical multi-tenant with audited HIPAA + SOC 2 controls; BAA available
- 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 Filevine LOIS → 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 (35 cited facts, 6 third-party)
Each fact links to the page it came from; the badge says who published it (how to read sources).
- What it is Whole-matter context as live LLM input vendor
- What it does & what's distinct Embedded in case-management platform. Holds full scope of every matter — deadlines, bill… vendor
- Claims / benefits $400M raised across two 2025 rounds (Insight, Accel, Halo). ~6k customers, 100k legal pr… vendor
- Modalities text vendor
- Created 2014 (founded 2014 by Nathan Morris Ryan Anderson Jim Blake; Salt Lake City UT) third-party
- Funding $400M across two equity rounds at ~$3B valuation (announced 2025-09, led by Insight Part… third-party
- Customers / scale $61M ARR 201-500 ppl no data (1K+ customers) third-party
- Pricing Free LOIS Explore tier (research/drafting, no card) + 90-day free trial; paid/enterprise… third-party
- Compliance SOC 2 Type II; HIPAA; GDPR-compliant vendor
- Deployment Managed-only vendor
- HQ US third-party
- Memory volume / scale internal — undisclosed (~6k customers) vendor
- Multi-tenancy Logical multi-tenant with audited HIPAA + SOC 2 controls; BAA available vendor
- Encryption AES-256 (FIPS 140-2 compliant) at backup; pursuing FIPS 140-3; SOC 2 Type II + SOC 3 + H… 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 always overwrite (last-write-wins) 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 Memory grounded in case management workflow — knows where matter / client / document fit… vendor
- Cons Tied to Filevine's case management platform; not useful as a standalone memory layer. vendor
- Project & sources filevine.com vendor
- cost-pricing-model subscription vendor
- cost-last-verified 2026-06-29 vendor
- architecture-deployment-locus cloud vendor
- licensing-bucket commercial third-party
- 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)
- 2026-10-22
- Pricing “Enterprise only” → “Free LOIS Explore tier (research/drafting, no card) + 90-day free trial; paid/enterprise pricing via sales” source
- Funding / ownership “$508M total Undisclosed (2 rounds combined) · 2023-20” → “$400M across two equity rounds at ~$3B valuation (announced 2025-09, led by Insight Partners, Accel, Halo Fund)” source