The memory fabric for enterprise AI

Memori keeps context alive, helping your AI applications deliver smarter, faster answers without wasting tokens.

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

E-commerce

Smart shopping with personalized recommendations. Create tailored experiences that remember customer preferences and boost conversion rates.

Customer support

Context-aware support with memory of past interactions. Provide exceptional service with full conversation history and customer context.

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Memori turns your historical content into structured memory that the system can use from day one.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.