overview
Overview
Litigation platform with predictive coding.
AI ToolSleeping Giant
Everlaw
Litigation platform with predictive coding.
shipped Nov 21, 2025verticalspaid
Domain rating72Monthly visits14K/mo
VerticalsLegalLitigation
Why it matters
1Verticals
2Legal
3Litigation
Stork Quadrant
Sleeping Giant· 38/100
Has a real moat but invisible to agents. Add an MCP and you'd climb.
“Everlaw survives because litigation is a trust + coordination + regulatory moat, not a document-reading moat. An LLM can summarize documents, but it can't bear the liability when a missed email loses a $50M case, can't authenticate chain of custody for discovery, and can't orchestrate the multi-party workflow (lawyers, paralegals, opposing counsel, courts) that the platform enables. The predictive coding is table stakes now—the defensibility is the rails.”
Defensibility · 57/100
- Physical-world coupling
- Regulatory moat
- Network liquidity
- Proprietary refreshing data
- High-trust catastrophic workflows
- Multi-party coordination
- Brand / community / taste
An LLM alone could replace
- Summarize a batch of documents to extract key themes
- Flag potentially responsive documents based on keyword matching
- Generate a timeline of events from unstructured text
- Suggest document categorization tags
Agent-Readiness · 15/100
- Verified MCP
- Listed on agent surfaces
- Usage-based pricing
- Headless agent auth
- Public OpenAPI
- Active changelog— https://www.everlaw.com/blog/ (2026-05-25)
- llms.txt— https://www.everlaw.com/llms.txt
How to defend
Double down on the coordination layer: make Everlaw the system of record for discovery workflows that courts and opposing counsel plug into, not just a document reader. Own the audit trail and certification that makes the output admissible and defensible in court.
- Ship an MCP server and list it on Stork — biggest single point gain (+25).
- Get listed in the Anthropic MCP registry, Cursor, or Claude Desktop (+20).
- Add a usage-based or per-call tier; per-seat-only pricing dies when agents replace seats (+15).
- Expose API-key auth with a self-serve sandbox tier; remove sales-call gates (+15).
- Publish an OpenAPI spec at /openapi.json or /.well-known/openapi (+10).
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