Cortex · Live demo

Why FalkorDB for AI
engagements, and more

RAG finds similar text. Real questions need connected facts. Same 73 bank PDFs, same LLM, same questions: the only difference is the graph.

Measured: vector RAG vs GraphRAG on FalkorDB (34 questions, known answers)

Correct IDs found (average recall)
Vector RAG70%
GraphRAG on FalkorDB97%
Multi-hop questions (policy → control → procedure → finding)
Vector RAG47%
GraphRAG on FalkorDB97%

Simple single-fact and list questions: both 100%. The graph wins where facts must be connected.

31/34 vs 19/34
fully correct answers: GraphRAG vs vector RAG
≈ same
tokens per correct answer (2,535 vs 2,540): better answers without higher cost
$0
run cost: free Gemini tier, local embeddings, free hosting

…and more: what the same graph does beyond RAG

60/60
Fraud rings caught
Across 1,005,040 nodes in under 2 s. Zero false alarms.
0.4 ms
Regulatory impact
Regulation → policies → controls → procedures → teams → KRIs → findings.
7 roles
Access-aware AI
A teller and a CRO get different answers. Restricted sources never reach the LLM.
1 per user
Private sandboxes
Upload a PDF, get your own isolated graph, wiped after 24 hours.

Why you can trust it

  • Fair test: same PDFs, chunks, embeddings, LLM and prompt
  • Known answers: scored against the bank's source data
  • Honest: both approaches tie on simple lookups; we show it
  • Open: Cypher, pipeline and code visible to engineers
  • Zero risk: 100% synthetic "Cortex Bank" (est. 1926)

Try it yourself

  • Ask Cortex: both answers side by side, with sources and tokenomics
  • Switch roles: compare what a teller and a CRO can see
  • One-click scenarios: fraud, impact, risk roll-up, lineage
  • Upload your PDF into a private sandbox graph
  • Engineer view: run the evaluation, see every query

Results: 34-question run on 30 Sep 2026, Gemini Flash-Lite (free tier), role CRO. Synthetic data; your results may differ.

Live demo
sk-aiu-cortex.hf.space
Access PIN from the demo owner
Stack
FalkorDB + LangChain
Embedded, one container
LLM
Gemini (free)
or your own Gemini / Claude key
Cost
$0
Free tiers end to end