See what one database
collapses for you.
Six auto-playing demos. Each one is a 60-second narrative driven by an actual SynapCores AIDB instance — SQL, Cypher, vector similarity, and AutoML in one connection. Hit Play full demo for the recording, or jump to the source.
Detective
Claude opens the database and finds the culprit. 8 MCP tools, 1 Cypher walk, 47 seconds — Northwind's lost revenue traced through one vendor.
SentryGraph
Phish → credential stuffing → account takeover → BEC, in 60 seconds. JA3 botnet revealed by one Cypher walk.
GuardGraph
A GraphRAG-powered firewall for LLM outputs — catches PII leaks, policy drift, hallucinations, and coordinated abuse rings.
TradeGraph
Wash-trade and shell-company cycle detection over a live trade graph. Vector similarity surfaces the look-alike actors.
RxGraph
Drug repurposing across mechanism, target, and trial data — one query stitches the graph and the embedding space.
RiskGraph
Fraud-ring detection on a real-time transaction graph, with behavioural embeddings and per-edge risk scoring.
World Cup Scout
The legend's modern echo, the draw as a graph, ten thousand tournaments simulated. One SQL surface.
How fast does in-database AutoML actually train?
Same SynapCores CE binary as the demos above. Same CREATE EXPERIMENT SQL call. Binary classification, 3 trials, 5-fold CV, all CPU — no GPU, no remote inference.
| Rows trained | Cold | Warm | Best score |
|---|---|---|---|
| 200 | 0.51 s | 0.03 s | 0.95 |
| 2,000 | 0.67 s | 0.18 s | 0.97 |
| 10,000 | 1.27 s | 0.84 s | 0.97 |
| 100,000 | 11.21 s | 10.62 s | 0.97 |
fix/v1.6.4-demo-bugs HEAD 61ae01f8. Binary classification on a synthetic loyalty-churn dataset with clear signal. Times include SQL parse, plan, execute, fold splits, model fits, validation, and Platt calibration. Cold = first call after gateway start. Warm = subsequent calls.- CPU
- Intel Core i5-10400F
- 6 cores / 12 threads · 2.9 GHz
- RAM
- 32 GB
- GPU
- RTX 3060
- present, unused — community-edition build is CPU-only
- OS
- Ubuntu 22.04.5 LTS
- Inference
- Pure Rust + rayon
- 12 worker threads
100,000 rows trained in 11 seconds on a $400 CPU — and that's the cold-cache first-call number. Warm calls are sub-second up to 10k. GPU acceleration is a build flag away (gated off in the community edition by default); turning it on for a workload that already fits CPU is genuinely optional.
Ready to write your own?
187 ready-to-run recipes — GraphRAG, fraud rings, AutoML, multimodal queries. Copy any one into the bundled web UI and watch it run.