No jargon. No architecture diagrams. Just what BizXEngine actually does for your AI — and why it makes your agents dramatically smarter, cheaper, and more reliable.
Why we are unique
Mem0 ships dedup. Zep ships sessions. Pinecone ships vectors. We ship the complete memory operating system — the only one that does all five at production scale.
Core Memory Intelligence
When your agent has a conversation, raw messages flow in. Most of that is noise — greetings, duplicates, expired deadlines, sensitive data. We intercept everything before it reaches storage and run it through 7 automatic checks.
The result: only high-signal, clean, categorised memories reach your AI. Nothing embarrassing. Nothing redundant. Nothing that could confuse it later.
When your agent hears the same information in different words, we don't store duplicates. We detect that "client ships with DHL" and "we always use DHL Express" are the same fact — and merge them into one richer memory.
Every memory gets a score from 1 to 10 based on its actual business value. Payment terms rank higher than coffee preferences. Critical policies stay at the top. Trivial notes fade away.
We classify every memory as either persistent (policies, preferences, contacts — things that don't expire) or temporal (deadlines, offers, seasonal info — things that become stale).
Expired temporal memories don't get deleted — they just fade to near-zero relevance so your AI never confidently cites a deadline that passed six months ago. Important memories decay slowly. Low-value ones fade fast.
Day 0 ————————————————————— Day 1000
When you ask "what are our shipping policies?", you shouldn't get pricing facts or random notes. Our categorisation engine tags every memory with its business domain — shipping, payments, compliance, contracts — the moment it's stored.
Ask about shipping → get only shipping memories. 3–5× faster retrieval. Zero noise from unrelated domains.
Auto-detected. No tagging required.
Smart Retrieval
We use pgvector with HNSW indexing — the same technology powering Notion AI and Supabase. Your agent doesn't wait for memory. It gets the answer instantly, whether you have 1,000 memories or 10 million.
Ask "what changed this week?" and we automatically fetch recent updates. Ask "what are our policies?" and we fetch stable, persistent rules. The retrieval strategy changes with your intent — not just your keywords.
Basic AI memory just picks the closest match. We rank by four signals combined: how similar it is, how recent it is, how often it's been used, and how important it is. The result you get is actually the most useful one.
Self-Optimizing Memory
Every workspace gets a health score from 0 to 100, updated daily. It factors in how many memories are stale, never accessed, duplicated, or bloated. Score 90+? Your AI is sharp. Score below 60? Time to optimise.
Use it to prove to stakeholders that your AI systems are getting smarter over time — with a number, not a hunch.
Every week, we scan your memory bank for problems — stale facts, bloated entries, duplicates, low-value items that keep getting accessed. We surface them as one-click fixes. Accept, reject, done.
When 3 or more memories are saying essentially the same thing, we synthesise them into one comprehensive memory — richer than any single original. The originals are archived. Your AI gets cleaner, denser knowledge.
Every 24 hours we re-score every memory based on access patterns, age, and importance. Forgotten facts lose weight; frequently retrieved ones gain it. Nothing is hard-deleted — relevance just shifts so your AI stops citing what no longer matters.
Decay runs as a maintenance worker. You see the effect; you never have to schedule it.
Platform
Each workspace is fully isolated — separate memories, separate billing, separate API keys. Perfect for agencies. Each client's data never touches another's.
SHA-256 hashed, workspace-scoped, expiry-supported. Each key tracks its own usage. One compromised key revoked in seconds — no downtime.
Real-time usage tracking per workspace and per API key. Projected end-of-month cost. Alerts before you hit limits. Zero surprise bills.
Get webhooks when memories are stored, updated, or when you approach limits. Sync to Salesforce, trigger Slack alerts, log to analytics — all automatically.
15+ PII filters block passwords, API keys, credit card numbers, and social security numbers before they ever reach storage. AES-256 at rest, TLS 1.3 in transit. GDPR-ready with full data export and deletion.
Per-workspace and per-API-key dashboards: writes, retrieves, reasoning calls, error rates, latency P50/P95/P99. Filter by date, drill into a single key, export to CSV. Health History tracks score trend over 30/90/365 days.
Token-bucket rate limiting at the workspace and API-key level. Atomic Redis Lua script — sub-millisecond decisions. Hit the cap and the workspace transitions to limit_reached automatically. Reset on the next billing cycle. Optional hard cost ceiling per workspace.
Developer Tools
The Memory Console is a full-featured UI built into every workspace. Store memories, run searches, ask reasoning questions, and see exactly how BizXEngine scores, categorises, and deduplicates each entry — in real time.
Built for both developers and non-technical users. Product managers can verify behaviour. Engineers can debug edge cases. No curl, no Postman required.
BizXEngine retrieves the most relevant memories, passes them to an LLM, and returns a clear, synthesised answer. Every answer cites the exact memory IDs it drew from — so you can verify.
Upload a JSON or CSV file — from Salesforce, HubSpot, Notion, or any source. Every entry gets automatically deduped, importance-scored, temporal-classified, and categorised. No manual entry, no custom scripts.
A clean REST surface — store, retrieve, reason — secured by workspace-scoped API keys. The MCP adapter gives Claude Desktop, Cursor, Windsurf, and VS Code memory in one install. SDKs for Node and Python land next.
How we compare
Most "AI memory" tools cover one slice. BizXEngine ships the full operating system — production-grade, day one.
| Capability | BizXEngine | Mem0 | Zep | Pinecone | Plain pgvector |
|---|---|---|---|---|---|
| PII filtering on ingest | Built-in | — | — | — | — |
| Semantic dedup before storage | 7-step | Partial | — | — | — |
| Importance scoring 1–10 | ✓ | — | Sessions only | — | — |
| Temporal decay engine | Daily | — | Manual TTL | — | — |
| Multi-factor hybrid scoring | 4-factor | Similarity | Similarity | Similarity only | Similarity only |
| Intent-aware query routing | ✓ | — | — | — | — |
| Memory health score | 0–100 | — | — | — | — |
| Auto-recommendation engine | Weekly | — | — | — | — |
| LLM reasoning over memories | Built-in | DIY | Add-on | DIY | DIY |
| No-code Memory Console | ✓ | — | — | — | — |
| MCP adapter (Claude/Cursor/Windsurf) | ✓ | — | — | — | — |
| Workspace-scoped API keys | ✓ | Project | ✓ | ✓ | DIY |
| Token-bucket rate limits + cost caps | Per workspace | Tier limits | Tier limits | Tier limits | DIY |
| Webhook events | ✓ | — | Partial | — | DIY |
| Real cost intelligence | Live + projection | — | — | Usage only | DIY |
Start free. Connect in minutes. Your agents will never forget what matters — or remember what doesn't.