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Choose models with evidence in view.

Compare capabilities, benchmarks, pricing, and evaluations where data is available.

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Purpose

Compare for the work you need to do.

Consider capability, cost, latency, context, and modality where information is available. Evidence coverage varies by model.

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Highlights

The leading models, three ways.

IntelligenceIndex score · higher is better
  1. Claude Fable 5 (with fallback)60
  2. Claude Opus 4.8 (max)56
  3. GPT-5.5 (xhigh)55
  4. Claude Opus 4.7 (max)54
  5. Claude Sonnet 5 (max)53
  6. GPT-5.5 (high)53
  7. GLM-5.2 (max)51
  8. GPT-5.4 (xhigh)51
  9. Gemini 3.5 Flash50
  10. GPT-5.5 (medium)50
SpeedOutput tokens per second · higher is better
  1. GLM-5.2 (max)218
  2. Gemini 3.5 Flash192
  3. GPT-5.4 (xhigh)175
  4. GPT-5.5 (xhigh)88
  5. Claude Sonnet 5 (max)84
  6. GPT-5.5 (high)83
  7. GPT-5.5 (medium)73
  8. Claude Fable 5 (with fallback)71
  9. Claude Opus 4.8 (max)65
  10. Claude Opus 4.7 (max)56
Input priceUSD per 1M input tokens · lower is better
  1. GLM-5.2 (max)$1.40
  2. Gemini 3.5 Flash$1.50
  3. Claude Sonnet 5 (max)$2.00
  4. GPT-5.4 (xhigh)$2.50
  5. Claude Opus 4.8 (max)$5.00
  6. GPT-5.5 (xhigh)$5.00
  7. Claude Opus 4.7 (max)$5.00
  8. GPT-5.5 (high)$5.00
  9. GPT-5.5 (medium)$5.00
  10. Claude Fable 5 (with fallback)$10.00
View as table
ModelProviderIntelligenceSpeed (tokens/s)Input price (USD / 1M)
Claude Fable 5 (with fallback)Anthropic6070.7$10.00
Claude Opus 4.8 (max)Anthropic5664.5$5.00
GPT-5.5 (xhigh)OpenAI5588$5.00
Claude Opus 4.7 (max)Anthropic5456.4$5.00
Claude Sonnet 5 (max)Anthropic5383.7$2.00
GPT-5.5 (high)OpenAI5383.1$5.00
GLM-5.2 (max)Z AI51217.6$1.40
GPT-5.4 (xhigh)OpenAI51175.3$2.50
Gemini 3.5 FlashGoogle50192.2$1.50
GPT-5.5 (medium)OpenAI5072.7$5.00

The ten highest intelligence scores among 548 models in the Model Library. Source: Artificial Analysis scrape, normalized 2026-07-08. Third-party measurements, not Ethen evaluations.

  1. 01Keep the evidence types distinct.
  2. 02Understand the model and its context.
  3. 03Explore the public comparison portal.

Evidence

Keep the evidence types distinct.

Model facts, benchmark results, and Ethen evaluations answer different questions. Runtime availability describes access; production outcomes describe real use and should appear only where recorded and exposed.

Source: Canonical model registry at build time
DimensionDirection and unitModels ranked
IntelligenceHigher · score
SpeedHigher · tok/s
LatencyLower · s TTFT
Input PriceLower · $/1M tokens
Output PriceLower · $/1M tokens
Context WindowHigher · tokens

No certified ranking evidence is published yet.

Rankings are currently unavailable. Canonical results have not been certified.

Catalog And Access

Understand the model and its context.

Model Library is the catalog. Flagships supports comparison. A provider is where or how a model is served; a comparison profile alone does not establish hosting or runtime access.

  • Explore Model Library→

Surfaces

Explore the public comparison portal.

Browse leaderboards on Ethen's public site. The authenticated product has a separate home on Platform.

FAQ

Do Flagships rank every model objectively?

Coverage varies, and a test result reflects its conditions. Use the available evidence and evaluate models for your own task.

Can I run every model I compare?

Execution depends on supported provider access or a compatible local runtime.

Find evidence for your next model choice.

Browse public comparisons and explore the catalog.

Browse leaderboardsExplore Model Library
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