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Sovant Documentation

Sovant Documentation

Sovant is a governed AI memory layer: durable, queryable storage for AI apps with cross-model recall, hybrid (semantic + deterministic) retrieval, and simple SDKs.

Key Features

  • Memory API — Store, retrieve, search, and delete memories with full CRUD
  • Hybrid Recall — Profile-aware pipeline combining deterministic + semantic retrieval
  • Threads — Group related memories into conversations or sessions
  • Batch Operations — Create multiple memories in a single request
  • Governed by Default — Explicit memory only, with audit trails, edit/delete, and TTL

Example Use Cases

Personalization

Sovant remembers user preferences:
"User prefers dark mode" → applied automatically next session.

Cross-Model Continuity

ChatGPT: "I live in Kuching"
Claude: "I remember you said you're from Kuching!"

Quickstart JavaScript

npm install @sovant/sdk

import { Sovant } from '@sovant/sdk';

const sv = new Sovant({
  apiKey: process.env.SOVANT_API_KEY
});

// Create a memory
const memory = await sv.memory.create({
  data: 'User prefers dark mode',
  type: 'preference',
  tags: ['ui', 'settings']
});

// Recall memories with hybrid search
const recall = await sv.memory.recall({
  query: 'what are the user preferences?',
  limit: 5
});

console.log(recall.results);

Quickstart Python

pip install sovant

from sovant import Sovant, MemoryCreate

client = Sovant(api_key="sk_live_your_api_key")

# Create a memory
memory = client.memory_create(MemoryCreate(
    data="User prefers dark mode",
    type="preference",
    tags=["ui", "settings"]
))

# Recall memories with hybrid search
recall = client.memory_recall(query="user preferences", limit=5)

for r in recall.get("results", []):
    print(r["content"])

Next Steps