Arena Tables
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Cognaptus Cost-Benefit Monitor
Model Comparisons Monitor
A benchmark-and-cost dashboard that combines Arena leaderboard performance signals with Cognaptus pricing data to show practical cost-benefit tradeoffs.
Ranked Models
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Cost Matches
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High-Confidence Price Joins
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How To Read This
This page is meant to answer a practical question:
Which models are strong enough to matter, and how expensive are they relative to that strength?
The comparison logic uses two sources:
- Arena leaderboard performance and vote data as an external benchmark signal
- Cognaptus pricing data from OpenRouter as a practical cost surface
That means this page should be read as a decision-support dashboard, not as a universal truth table.
Cost vs Benefit Map
High-confidence Arena/OpenRouter joins only. Lower cost and higher benefit is the strongest operating zone.
Top Overall Leaders
Most Voted
Best Value
Approximate strength-per-dollar using Arena overall rank joined to prompt-token price.
Specialization Leaders
Area
Model
Rank
Prompt Price
Value Score
Arena Snapshot By Modality
Full Comparison Table
Search overall rank, specialist ranks, votes, and matched prompt prices in one place.
Model
Overall
Coding
Math
Creative
Instruction
Votes
Prompt
Operator Notes
This page uses publicly visible Arena leaderboard data as an external benchmark source.
Cost-benefit joins are intentionally conservative because Arena and OpenRouter do not use identical model naming conventions.