Memori keeps context alive, helping your AI
applications deliver smarter, faster answers
without wasting tokens.
1.4K
Everything you need
for production AI
Automatically remember
Memori captures each chat turn and classifies it into facts, preferences, rules, and summaries. You stay in control of what's stored, for how long, and where.

Targeted recall
When a prompt needs context, Memori pulls only what's relevant across conversations and documents with no extra services to manage.

Selective semantic search
When language gets fuzzy, Memori automatically enriches searches with semantic context. The result is better accuracy without ballooning token costs.

Explainable results and lineage
Every result includes a clear “why this was included”, so teams can trace relevance by entity, time, and source.

Get started with
one line of code
Drop the SDK into your existing code, and we handle
model calls and callbacks with zero configuration.
Your database,
our memory layer
Store memory in your database, then layer on our
secure hosted capabilities for semantic search,
graph relationships, monitoring, and third-party
integrations for bi-directional enrichment.


See Memori
in action
Why enterprises
choose Memori
Cut costs by up to 60–80%
Reduce LLM spend with tokenless recall, caching, targeted context, and routing with no quality loss.
Milliseconds vs seconds
We cache concise snippets along the recall path, reducing round-trips and recomputation, resulting in consistently quick responses.
Instant context
Memori turns your historical content into structured memory that the system can use from day one.
Memori intelligence
Tailored models deliver deep, explainable insights from your memories with lower token usage.
Payments vault
PCI and SOC 2 compliant secure memory enabling agents to safely use cards and PII in automated forms.
Security, access,
and data controls
Role-based access control (RBAC)
Every memory operation respects the permissions defined in your database. Assign roles for read, write, and admin access, or map directly to your existing roles and policies. Integrate with your identity providers (SSO, OAuth) to centrally manage permissions.
Data retention and deletion
Define how long memories persist per namespace or user. Apply different retention windows for short-term and long-term data. Expired records are automatically purged with a full audit trail of what was removed.
Audit and observability
Every retrieval includes metadata on who accessed what, when, and why. Run queries to reconstruct memory access events over time.
Data ownership
Your data stays in your database. Memori never moves, stores or indexes data outside your chosen environment unless you explicitly enable our hosted add-on.