Skip to main content

Optima vs WYRLO

A side-by-side comparison built from both listings. Blank cells mean the company has not given that detail; we never guess.

Optima compared with WYRLO
DetailOptima logo OptimaWYRLO logo WYRLO
What it doesBuild custom benchmarks to compare frontier models on performance, cost, and time efficiency for your specific tasks An API that verifies each RAG response against its sources
StageNot given Not given
FoundedNot given Not given
Based inUS FR
Pricing modelNot given Contact for pricing
PricingToken usage for creating and running benchmarks at raw model cost. Rubric grading: $0.002 per criterion per model (standard judges) or $0.040 per criterion (premium judges), $0.10 on agentic tasks. Pairwise grading: $0.006 per match (standard, $0.150 premium), $0.015 per match on document tasks (sta Not given
Key features
  • Custom benchmark builder with example-driven task creation
  • Multiple evaluation types: Q&A, document analysis, agentic tasks, interactive conversations
  • Run benchmarks across multiple frontier models simultaneously
  • Cost and time per task metrics
  • Standard and premium judge tiers for grading
  • Rubric grading with custom criteria
  • Deterministic objective grading
  • No markup on model token costs
  • Response verification against source documents
  • Confidence levels: certain, probable, or I don't know
  • Nightly automatic improvements with proof
  • REST API with coming Python and TypeScript SDKs
  • LangChain and LlamaIndex integration support
  • MCP server integration option
  • Data hosted in Paris, Europe
  • Full verification in French and English
  • Graceful degradation if API fails
  • User data never used for AI training
What makes it different
  • Build benchmarks on your actual tasks and data instead of standardized tests
  • Compare models across performance, cost, and time efficiency simultaneously
  • Grading expertise from major AI evaluations
  • Honest "I don't know" instead of hallucinated answers
  • Proven improvements: 31 out of 32 correct on sealed test set
  • Drops in after your existing RAG: one API call only
Community votes00
DR (Domain Rating by Ahrefs)85 +1 (up) since last checkNot checked yet no change since last check
Trust Flow (Majestic)280
Citation Flow (Majestic)590
Referring domains (Majestic)173530

4 details filled in for both companies.

More alternatives to Optima More alternatives to WYRLO

Help centre