AI Memory

Give Your AI Agents Long-Term Memory

Reduce token costs by 90%+ with semantic context retrieval. Your AI agents remember user preferences, past conversations, and relevant context across sessions.

90%+

Token cost reduction with intelligent context retrieval

<50ms

Semantic similarity search using pgvector

Unlimited

Tier-based storage up to unlimited for Enterprise

The Context Window Dilemma

Every AI request starts from scratch. Your agents repeat the same context every turn, burning through tokens and frustrating users who have to re-explain their preferences constantly.

Without Memory

Every conversation starts from zero...

// Every request:
tokens: 52,347
cost: $0.78
// Repeated context every turn

→ Expensive and repetitive

With Bastio Memory

Smart context retrieval on every request...

// With memory:
tokens: 847
cost: $0.01
// Only relevant context

→ 98% cost reduction

See the Difference

Compare a traditional AI request versus one powered by Bastio Memory. The difference is dramatic.

Traditional Approach
Request payload:
{
"messages": [
{"role": "system", "content": "..."},
{"role": "user", "content": "[50K context]"},
{"role": "user", "content": "Deploy?"}
],
"tokens": 52347,
"cost": "$0.78"
}
Repeating context every turn
With Bastio Memory
Request payload:
{
"messages": [
{"role": "system", "content": "..."},
{"role": "user", "content": "Deploy?"}
],
"memory_context": [
"Prefers: AWS deployment",
"Project: Next.js + PostgreSQL",
"Previous: CI/CD with GitHub"
],
"tokens": 847,
"cost": "$0.01"
}
Only relevant context retrieved

Intelligent Memory Features

Enterprise-grade memory system designed for production AI applications with security and privacy at its core.

Semantic Search

Find context by meaning, not keywords:

  • pgvector with cosine similarity
  • Sub-50ms retrieval time
  • 1536-dimension embeddings

Auto User ID

Track users without auth changes:

  • Device fingerprinting
  • Works without login
  • Stable across sessions

Duplicate Detection

Prevent context bloat:

  • Near-duplicate filtering
  • <0.05 similarity threshold
  • Automatic deduplication

Privacy & Security

Enterprise-grade data protection:

  • Per-proxy & per-user isolation
  • Encrypted at rest
  • No cross-user leakage

Smart Retention

Configurable memory lifecycle:

  • 1 hour to 90 day retention
  • LRU eviction for capacity
  • Tier-appropriate defaults

Injection Protection

Prevent memory poisoning:

  • Pattern sanitization
  • Dangerous content filtering
  • Security-first design

Zero-Config Implementation

Enable memory in your proxy settings and add a user ID to your requests. That's it. No infrastructure, no embedding logic, no vector databases to manage.

Step 1: Store a memory
response = client.chat.completions.create(
    model='gpt-4',
    messages=[{
        "role": "user",
        "content": "My favorite color is blue."
    }],
    user='user_12345'  # Memory enabled!
)
Step 2: Context retrieved automatically
response = client.chat.completions.create(
    model='gpt-4',
    messages=[{
        "role": "user",
        "content": "What's my favorite color?"
    }],
    user='user_12345'
)
# "Your favorite color is blue!"
No infrastructure required
No Pinecone
No embedding API
No code changes

Built for Every AI Application

Coding Assistants

Remember programming style, project context, and developer preferences across sessions.

  • Preferred frameworks and patterns
  • Project architecture context

Customer Support Bots

Recall customer history, previous issues, and preferences for personalized support.

  • Past ticket summaries
  • Customer sentiment tracking

Personalized Tutors

Track learning progress, adapt to student patterns, and remember mastery levels.

  • Learning style preferences
  • Topic mastery tracking

Research Assistants

Retain findings across multi-session research projects and complex investigations.

  • Cross-session findings
  • Source and citation memory

Tier-Based Storage

Generous limits at every tier with simple, predictable overage pricing.

PlanMemories / ProxyRetentionOverage
Free1,00024 hoursHard limit
Starter50,00030 days$0.0002/memory
Pro500,00030 days$0.0001/memory
EnterpriseUnlimited90 daysIncluded

Note: Limits are per proxy total, not per user. LRU (Least Recently Used) eviction applies when capacity is reached on paid tiers. Free tier blocks new memories when limit is reached.

Give Your AI Agents Memory Today

Start with 1,000 free memories per proxy. Zero infrastructure setup required. Enable memory with a single toggle.

Questions about memory for your use case? Contact us for a free consultation.