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Optima vs orbench

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 orbench
DetailOptima logo Optimaorbench logo orbench
What it doesBuild custom benchmarks to compare frontier models on performance, cost, and time efficiency for your specific tasks Test LLMs on your own tasks before you switch models
StageNot given Not given
FoundedNot given Not given
Based inUS Not given
Pricing modelNot given Paid
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 Standard: $99 one-time for 2 machines, including 1 year of updates. Pro coming soon.
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
  • Benchmark any OpenRouter model on your own prompts, CSVs or Hugging Face datasets
  • Rubric-based scoring by AI judge, by hand, or both
  • Cost per answered task with retries and caching
  • Time to first token and output tokens per second per call
  • Shareable reports in HTML, CSV and JSON formats
  • Compare up to three past benchmarks side by side
  • Hard spending cap per run
  • Fully self-hosted on your machine
  • No SDK or code changes required
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
  • Tests your own tasks with real data instead of generic benchmarks
  • Comes before integration with no SDK or code changes needed
  • Reports actual cost per answered task including retries and caching
  • Entirely self-hosted with data never leaving your machine
  • One shareable report with every answer and judge reasoning
Community votes00
DR (Domain Rating by Ahrefs)84 −1 (down) since last checkNot checked yet no change since last check
Trust Flow (Majestic)280
Citation Flow (Majestic)5916
Referring domains (Majestic)173533

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