LAZY BUT STRUCTURED

RAG <

Unlike Any Other

CODE • CONFIGS • CONTEXT

SPEED • SECURITY • SCALE

22x faster than Pinecone ($750M) & Weaviate ($100M+)

Pinecone
$750M Valuation
Avg Query Time 425ms
Ingestion Time 47.6s
Per-Query Cost ~$0.0002
Performance ~425ms queries
Weaviate
$100M+ Valuation
Avg Query Time 434ms
Ingestion Time 14.4s
Per-Query Cost ~$0.0002
Performance ~434ms queries
LAZY RAG ❄️🔥
🏆 THE WINNER
Avg Query Time 19.7ms
Ingestion Time 0s (instant)
Per-Query Cost $0
Performance 🔥 Sub-20ms queries
See Full Benchmarks Contact Us
✅ LAZY but Structured, Unlike Any Other | CODE • CONFIGS • CONTEXT | SPEED • SECURITY • SCALE | We're obsessed with data and testing | If we publish it, we can prove it | Test us.

What We Care About

CODE • CONFIGS • CONTEXT

💻 CODE

  • • Source code repos
  • • API specifications
  • • OpenAPI/Swagger
  • • Developer docs

⚙️ CONFIGS

  • • Kubernetes manifests
  • • Terraform specs
  • • CI/CD pipelines
  • • Infrastructure-as-Code

📋 CONTEXT

  • • YAML/JSON/XML
  • • Hierarchical data
  • • Enterprise policies
  • • Compliance workflows

📊 DATA

  • • Structured exports
  • • Database schemas
  • • API responses
  • • Configuration stores

📄 DOCS

  • • Technical specs
  • • Architecture docs
  • • Runbooks
  • • Standard forms

🔐 ENTERPRISE

  • • Compliance records
  • • Audit trails
  • • Policy documents
  • • Security configs

⚡ SPEED • SECURITY • SCALE

The Foundation: Everything built on these 3 pillars

❌ Unstructured documents? Not our product.

Fluffy PDFs, blog posts, semantic search? Use Pinecone/Weaviate.

⚠️ That said: We have BETA software for unstructured docs. Early testing shows 4x better results than leading vector players. Requires testing & verification.

Want us to improve your unstructured docs? Hire us.

Perfect For Structured Documents

📚

API Documentation

Retrieve exact endpoint specs in milliseconds. Perfect for developer tools and API assistants.

⚙️

Configuration Files

Navigate complex configs (Kubernetes, Terraform) with deterministic precision.

📄

Technical Specs

Extract specific sections from large technical documents instantly.

💼

Resume Parsing

Extract work experience, education, skills in 2-4ms. 200x faster than vector search.

🔍

Code Analysis

Index and query code repositories with zero per-query cost.

📊

Knowledge Bases

Enterprise policies, procedures, and specs with infinite query scaling.

Enterprise Pricing Model

How vector databases charge vs. LAZY RAG at 10M queries/month

Provider Base Cost Query Fees Total/Month Annual Cost
Pinecone $70 $2,000 $2,070 $24,840
Weaviate $100 $2,000 $2,100 $25,200
LAZY RAG $TBA $0 $TBA $TBA
🔥 Performance + Economics
Industry-leading speed. Zero per-query fees. Enterprise licensing that scales with your business, not your usage.
Contact us to discuss pricing tailored to your deployment.

Real Benchmark Data

We're obsessed with data and testing. If we publish it, we can prove it. Test us.

Query Pinecone Weaviate LAZY RAG Speedup
"work experience" 411ms 463ms 2ms 205x
"skills" 400ms — 2ms 200x
"contact info" 451ms 386ms 4ms 128x
"education" 333ms 561ms 9ms 80x
"impressionism" 489ms — 10ms 48x
Request Full Benchmark Report