Your World-Class Search Engine

Test 50+ modules and benchmark against real or synthetic users. Deploy managed within minutes, or export to your own infra.

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Configuration OptionsSQL Filterrevenue > 5MVector Modeltext-embed-3-smallRerankergpt-4o-mini+ 100 more configs...BenchmarkingConfig A82%Config B91%Config C98%Tested on:• Real user data• AI personasOptimal Engine98.5%Match QualityTest → Measure → Optimize

Why Velobit?

Composable Logic

  • Configure every stage of the funnel
  • Mix hard SQL constraints with soft semantic signals
  • Match your exact business logic

Benchmarking & Iteration

  • Test different models and prompting strategies
  • Benchmark on real user data and AI personas
  • Prove what drives conversion

Portable Infrastructure

  • Run on managed cloud for instant setup
  • Export models and indexes to your VPC
  • Complete data sovereignty and control

How It Works

A three-stage pipeline that progressively narrows and refines matches

1

Define Schema

Map your source and target objects. Set hard constraints (e.g., "Must have ISO 9001") using standard SQL types.

2

Configure Retrieval

Choose your embedding strategy. We handle the vector indexing (IVFFlat/HNSW) and hybrid keyword blending automatically.

3

Fine-Tune Reranking

The secret sauce. Train a small, fast model on your specific interaction data to reorder the top results with human-level nuance.

Your pipeline, defined in code

Compose stages, iterate on performance, ship faster

match.ts
// Define your matching pipeline
const pipeline = new Velobit.Pipeline({
  index: "suppliers_v1",
  stages: [
    { type: "sql_filter", query: "revenue > 5000000 AND region = 'EMEA'" },
    { type: "vector_search", limit: 100, model: "text-embedding-3-small" },
    { type: "llm_rerank", model: "gpt-4o-mini", fine_tuned: true }
  ]
});

// Execute match
const results = await pipeline.match(rfp_document);

Architected for complex verticals

Purpose-built for industries where matching matters

Match buyer requirements with supplier capabilities

Match complex buyer requirements (ESG scores, specific capabilities) with messy supplier profiles and unstructured catalog data. Navigate procurement at scale with intelligent filtering and ranking.

Key Capabilities

  • Handle unstructured supplier profiles and certifications
  • Match on soft criteria like ESG, compliance, and capability
  • Factor in geographic constraints and financial thresholds

Deploy your way

Choose the deployment option that fits your needs

Managed Cloud
  • Instant setup
  • Auto-scaling
  • 99.9% Uptime SLA
  • Ideal for rapid iteration
  • Start building immediately
Self-Hosted / VPC
  • Export your tuned models and indexes
  • Run within your own perimeter
  • Complete data sovereignty
  • No vendor lock-in
  • Custom compliance requirements