Shared Memory Infrastructure for AI Agents

Every Agent in Your Stack.
The Right Context. Every Time.

MemoAIr is a shared memory and context engineering layer for production grade AI agents giving every agent in your stack persistent memory, full user context, and personalized responses across chat, voice, and video.

40%+ Lower Token Costs90%+ Context AccuracyLive in Minutes
Start in 5 Minutes

Cognitive Architecture

Not Just a Database. A Living Brain.

Generic RAG is static. MemoAIr uses Hippocampal indexing theory to mimic the human brain by separating memory into specialized layers that mix and evolve at runtime.

Swipe cards to explore

1

Session Memory

Hippocampus

Temporary working memory for active tabs, clips, and agent sessions. Fast capture + fast recall, designed to expire or consolidate.

2

Permanent Memory

Neocortex

Permanent memory consolidated into a user graph: preferences, decisions, facts, and long-lived relationships that survive across tools and time.

3

Domain Ontology

Cerebellum

Ontology layer: definitions, schemas, and domain concepts that keep memories consistent and prevent semantic drift across teams and agents.

4

Shared Knowledge

Prefrontal Cortex

Org memory: shared policies, playbooks, and constraints enforced across every agent session—with governance and auditability built in.

How It Works

MemoAIr Replaces Your Entire RAG Stack

MemoAIr intercepts agent calls, structures memory intelligently, & serves optimized context to your LLM. One integration, live in minutes.

AI Agents / Clients
Chat Agents
Workflow
Voice Agent
Dashboard
Chat Agent
Custom Agent
MemoAIr
MemoAIr Memory Layer
InterceptsStructuresServes
Retrieves only relevant context
Compresses to optimized prompt
Caches for sub-200ms delivery
OpenAI
Claude
Gemini
Grok
Lovable
N8N
Connector 1

Org Knowledge

connector

Connector 2

User Information

connector (eg. CRM)

Connector 3

Custom data

pipeline

Unified Knowledge Layer

Connect Org Data + Personal ContextGrounded by Ontology

Your AI agents need more than just user memory. They need organizational knowledge and domain expertise—all working together, without conflicts.

Organization Data

Shared policies, playbooks, product specs, and team knowledge that every agent should know.

Team playbooks
Product specs
Company policies
MemoAir Memory Engine
Context Curation
Personalization
Ontology Management
Knowledge Graph
Agent Isolation
Memory Management
Semantic Retrieval
Session Persistence
Domain OntologyIndustry-specific schemas that ground every agent in reality

User Personalized Data

Individual preferences, history, decisions, and context that makes every interaction personal.

User preferences
Interaction history
Decision context

The Problem

Fragmented AI Memory

Every team uses multiple AI tools like support bots, copilots, assistants, and CRM agents.But none of them share contextcreating costly, inconsistent, and ungoverned AI systems.

Rebuilds Memory from Scratch

4–6 weeks

Time wasted setting up new memory systems for each tool

Burns 40–50% More Tokens

40–50%

Redundant context passed wastefully to LLMs

Customers Repeat Themselves

6.5/10 CSAT

Poor experience across disconnected systems

Zero Governance and Visibility

70% “no answer”

No visibility into what AI remembers or stores

What Can You Build with MemoAIr?

Domain-smart copilots that learn & adapt

Sits behind your agent as the retrieval and reasoning core. MemoAir gives every vertical copilot—healthcare, legal, finance—persistent memory tuned to its domain.

Replaces custom knowledge graphs and vector stores with one platform. Ontology-aware extraction structures your domain’s entities, relationships, and constraints automatically.

Learns from feedback, updates concepts and synonyms, and executes multi-step tasks with explanations. Your agent gets smarter with every interaction.

Platform Architecture

Five Layers. One Memory.

Purpose-built layers that work together—from raw data ingestion to real-time agent retrieval.

AGENT MEMORYRETRIEVALGRAPHEXTRACTORSCONNECTORS
01
Agent Memory

The unified memory surface for your entire AI stack. Persistent context flows across sessions, tools, and teams through a single MCP endpoint.

02
Retrieval
03
Knowledge Graph
04
Extractors
05
Connectors

The Impact

Measured Outcomes

One API, deployed in minutes, eliminates the biggest pains of disconnected AI memory — reducing cost, improving experience, speeding setup, and restoring governance.

Deploy Once, Scale Everywhere

Unified memory setup takes minutes, not 4–6 weeks per tool.

Before4–6 weeks/tool
AfterMinutes (only once)
Instant onboarding

LLM Cost Reduction

Smart memory retrieval injects only relevant facts (3–5 vs 50+ redundant lines).

Before$54k/year
After$32k/year
$22k/year Savings

Customer Experience

No more repeated questions—AI remembers customer context across all tools.

CSAT
6.58.2+26%
Handle Time
8m5.5m-31%
FCR
45%62%+38%

Compliance Audit-Ready

Central governance layer with access to every memory logged and policies enforced.

GDPR DSR
2-3 wks5 minFast
Audit Prep
4-6 wks2 daysEasy

Use Cases

Built for Your Most Critical Workflows

From healthcare to sales — MemoAIr adapts to how your industry works.

1Problem

Patient repeats medical history at every visit — no continuity across providers

What MemoAIr Does
Smart Patient Care Assistant

Remembers patient history, allergies, and treatment preferences across visits — providing personalized care that improves with every interaction.

2Problem

AI assistants miss allergies, prior treatments, and medication interactions

What MemoAIr Does
Chronic Condition Companion

Learns what works (and what doesn't) for the patient over time, offering thoughtful reminders and insights tailored to each patient's journey.

3Problem

Therapists lose session context between appointments — patients feel unheard

What MemoAIr Does
Therapy Progress Tracker

Builds on previous sessions to deliver consistent, context-aware mental health support. Creates trust through conversations that remember what matters.

Benchmarks

Measured Against the Best

Rigorous benchmarks comparing MemoAir against Mem0 and Supermemory. Real data, no marketing fluff.

2.7x
Faster Retrieval
vs Mem0
<200ms
Mean Latency
P95: <300ms
50%
Lower Tail Latency
vs competitors

Retrieval Latency

Mean response time (lower is better)

MemoAir<200ms
Supermemory~740ms
Mem0~1.2s

Benchmark: 10 iterations, 20 documents, 10 queries • MemoAir includes 50-100ms network overhead

Architecture Comparison

Unique capabilities that matter

Feature
MemoAir
Mem0
Supermemory
Knowledge Graph
Tripartite Architecture
Temporal Reasoning
HippoRAG Retrieval
Community Detection
Explicit Triplets

Vector-only alternatives lack the relationship reasoning and temporal awareness that enterprise AI needs.

Why the Trade-off?

MemoAir invests more at write-time (knowledge graph construction) to optimize read-time. For read-heavy AI workloads, this delivers 2.7x faster retrieval where it matters most.

Benchmark data from February 2026 • MemoAir adjusted for network overhead • 10 iterations per provider •Full methodology

Developer First

Drop-in SDK.
Minutes to Value.

Three simple APIs deliver 80% of the value. Multi-tool memory that just works.

sdk-example.ts
await memoair.add_memory({
  user_id: "user_123",
  text: "Customer prefers weekly summaries via email.",
  source: "support_ticket_#402"
});

Works With Your Existing Stack

Cursor
Cursor
Claude
Claude
Gemini
Gemini
ChatGPT
ChatGPT
Chrome
Chrome
Grok
Grok
Lovable
Lovable
Notion
Notion
n8n
n8n

Plus enterprise integrations

Zendesk
Zendesk
Support Bot
Intercom
Intercom
Support Bot
HubSpot
HubSpot
Sales Copilot
Slack
Slack
Communication
Salesforce
Salesforce
CRM
C
Custom AI
Internal Tool

Pricing

Pricing That Scales With You

From freemium to enterprise. Proven unit economics with 95%+ retention.

Hobby

$0/month

For individuals exploring shared AI memory

10k memory operations/month
Core memory APIs
Single workspace
Community support
Python & Node.js SDKs

Growth

$19/month

For small teams connecting 2–3 AI tools

250k memory operations/month
Multi-tool integration
Basic audit logging
Email support
Python & Node.js SDKs
Most Popular

Pro

$399/month

For teams scaling across agents and workflows

5M memory operations/month
Advanced retrieval optimization
Full governance dashboard
Priority support
Custom integrations
Compliance reports

Enterprise

Custom

For large orgs with 5+ tools & compliance needs

Unlimited operations
Dedicated account manager
SOC 2 compliance
Custom SLAs
Vertical-specific schemas
On-premise deployment option

All plans include core APIs, multi-tenant isolation, and a 99.5% uptime SLA.

Ready to Unify Your AI Memory?
Join the Early Access

Join leading enterprises reducing token costs by 40%, improving CSAT by 25%, and becoming audit-ready in weeks.