Embed AI Memory Into Any Application
Replace your database layer with an intelligent memory engine. One line of code to install. Scale to millions of records.
go get github.com/Qosil/bRRAIn/sdk
What bRRAIn Embedded Does
Replace Your Database
Swap your PostgreSQL or MySQL layer with bRRAIn's graph memory. Application logic stays the same. Same API, smarter retrieval.
Intelligent Retrieval
Queries automatically enriched with graph context. No more hand-crafted JOINs or full-text kludges. Let the graph do the thinking.
Zero-Trust Security
Every record encrypted, signed, and auditable. HIPAA- and SOC 2-ready envelopes. Your data. Your keys. Your control.
Quick Start
Three tabs. Three steps. Working in under 10 minutes. Full 7-step guide →
go get github.com/Qosil/bRRAIn/sdk
import "github.com/Qosil/bRRAIn/sdk"
client := sdk.NewClient("YOUR_API_KEY",
sdk.WithHandler("http://localhost:8080"))
ws, err := client.CreateWorkspace("my-app")
if err != nil {
panic(err)
}
record := map[string]interface{}{
"type": "patient_note",
"patient_id": "p123",
"content": "Follow-up appointment scheduled...",
}
id, err := ws.Store(record,
sdk.WithContext(map[string]string{
"visit_date": "2026-04-16",
"severity": "routine",
}))
results, _ := ws.Retrieve(sdk.Query{
Search: "follow-up appointments",
Limit: 10,
})
Built for every industry
Schema-agnostic ingestion plus domain-specific Handler adapters.
Accounting Firms
Persistent AI memory gives every team member instant access to complete client engagement history.
Read the use case →Professional Services
Team-wide contextual AI accelerates proposal turnaround and ensures engagement quality at scale.
Read the use case →Enterprise IT
Persistent incident context and ITSM integration cut mean time to resolution dramatically.
Read the use case →Marketing Firms
Persistent AI memory maintains campaign history, client preferences, and cross-channel insights across every engagement.
Read the use case →Legal Firms
AI that remembers every precedent, every case pattern, and every client preference across the entire firm.
Read the use case →Logistics Firms
Persistent memory that compounds route intelligence, customer preferences, and operational patterns across every shipment.
Read the use case →Customer Service Firms
AI that knows every customer interaction, every resolution pattern, and every product issue — instantly.
Read the use case →Tech Support Firms
Persistent AI memory that retains every incident, every resolution, and automatically updates institutional knowledge.
Read the use case →Mining & Geological
Persistent AI memory ingests sensor data, bore logs, and geological samples into one queryable graph. Query by depth, mineral composition, or geological era across every site the company has ever touched.
Read the use case →Healthcare
HIPAA-compliant persistent memory unifies the patient graph across every encounter. Find similar cases instantly, audit every AI suggestion, and keep PHI inside your own vault.
Read the use case →IoT & Teleoperation
Time-series ingestion plus POPE graph over devices, sites, operators, and anomalies. Teleoperators inherit the full fleet memory on day one, and AI agents spot drift before it becomes an incident.
Read the use case →Manufacturing
bRRAIn ingests every production event into a graph with lineage and dependency edges. Trace a defect from finished SKU to raw-material lot in milliseconds, and compound quality knowledge across plants.
Read the use case →Architecture
The SDK sits inside your application, complementing your existing database with graph-based intelligent retrieval.
Complementary to your stack
| Capability | Your Database | bRRAIn SDK | Together |
|---|---|---|---|
| Structured queries | Yes | Limited | Yes |
| Semantic search | No | Yes | Yes |
| Graph traversal | No | Yes | Yes |
| Full-text search | Limited | Yes | Yes |
| Zero-trust envelopes | No | Yes | Yes |
| Provenance & audit | Manual | Built-in | Built-in |
Ready to embed bRRAIn?
Start free. Scale when you need to. No credit card required for the Developer tier.
Related resources
OEM pricing
Volume discounts up to 60% off retail. Free Developer tier, enterprise tiers with dedicated TAM.
View pricing →Developer certifications
Three progressive levels — SDK Developer, Integration Engineer, Platform Architect. 3-year credentials.
View path →Integration examples
Reference patterns for Gin, Echo, Express, Fastify, Flask, FastAPI, plus DB and MQ adapters.
Browse examples →