engramia

The memory operations platform

Persistent memory for AI agents — with governance, analytics, and evaluation built in.

Engramia helps teams run long-term agent memory in production: capture what matters, forget what doesn't, prove what works.

OpenAI Assistants sunset · 96 days leftGDPR Art. 17 / 20 built-in9 SDK adapters · 6 evaluator passes
# run 1 — capture what worked
memory.learn(task="summarize-doc", score=0.78)
# run 3 — eval-weighted recall
patterns = memory.recall("summarize a document")
# → top pattern surfaces by score, not recency
patterns[0].score → 0.96
Eval score by run
0.78 → 0.96
Run 1
0.78
Run 2
0.89
Run 3
0.96
Patterns that score well surface first. Failed patterns lose privilege automatically.
Capture
Store successful patterns with eval scores, scope, and provenance metadata.
Eval scoresProvenanceScope tags
Forget
Decay weak patterns, retire stale ones, honour GDPR erasure on demand.
GDPR Art. 17Time decayManual retire
Prove
Quantify reuse, eval improvement, and ROI with first-class analytics.
ROI 0–10Multi-eval variance6 audit events
What makes Engramia different

Five things every other memory layer is missing

Mem0 stores. Zep reasons about time. Hyperscalers bundle. Engramia operates: governed, evaluated, auditable — on one control plane.

Eval-weighted recall

Patterns that score well surface first. Failed patterns lose privilege automatically. No other memory layer ranks by outcome quality.

Multi-evaluator consensus

Run N evaluator passes per output, aggregate by median, surface variance. Catches single-evaluator hallucinations that LangSmith-style prompt eval misses.

GDPR Art. 17 / 20 built-in

Scoped delete + NDJSON export ship as first-class APIs. DSR queue with SLA tracking. No custom compliance work for EU customers.

Multi-tenant RBAC

Four roles (owner / admin / editor / reader), tenant + project scoped, enforced at the storage layer via contextvars — not a UI guard.

Framework-agnostic

REST API, MCP server (Claude Desktop / Cursor / Windsurf), and 9 SDK adapters: LangChain, CrewAI, OpenAI Agents, AutoGen, Pydantic AI, and more.