CodePanel

Frontier LLMs: $0.15 or more a review call

Models
12
2 scored
Cheapest call
$0.1532
Claude Opus 5.5
Dearest call
$1.2213
GPT-5.5 Pro
Best bugs caught
90%
Claude Opus 5.5
Newest
2026-09-22
Claude Opus 5.5

Pricing

PR size
Frontier-tier models: list prices per 1M tokens, one review call and reading a pull request.
Claude Opus 5.5Anthropic$0.1532$0.1048
GPT-5.6 SolOpenAIAbove 272K in: $8.00 / $30.00$0.1532$0.1048
Claude Opus 5Anthropic$0.1915$0.131
Claude Opus 4.8Anthropic$0.1915$0.131
Claude Opus 4.7Anthropic$0.1915$0.131
Claude Opus 4.6Anthropic$0.1915$0.131
GPT-5.5OpenAIAbove 272K in: $10.00 / $45.00$0.2035$0.131
Claude Fable 5.1Anthropic$0.3829$0.2621
Claude Fable 5Anthropic$0.3829$0.2621
GPT-6 AstraOpenAIAbove 272K in: $20.00 / $75.00$0.3829$0.2621
GPT-5.5 ProOpenAI · Responses API onlyAbove 272K in: $60.00 / $270.00$1.2213$0.7862
GPT-5.4 ProOpenAI · Responses API onlyAbove 272K in: $60.00 / $270.00$1.2213$0.7862

Benchmark

Benchmark results
Compare
1=Claude Opus 5.5Anthropic · Frontier90%1.7$0.1525
1=GPT-5.6 SolOpenAI · Frontier72%1.2$0.1127

Methodology

By language and bug kind

Break down by
Share of known bugs each model caught, by language
ModelAllTypeScript6 bugsGo4 bugsJava4 bugsRust4 bugsC#3 bugsJavaScript3 bugsKotlin3 bugsPHP3 bugsPython3 bugsRuby3 bugsSwift3 bugsC++2 bugsC1 bug
Claude Opus 5.590%100%50%78%100%100%100%67%100%100%89%100%100%100%
GPT-5.6 Sol72%67%50%69%75%56%100%67%100%100%67%100%50%0%

Quality against cost

Higher catches more · further left is cheaper

Other benchmarks

Source: LMArena CC BY 4.0, Oct 16, 2026 · Epoch AI CC BY 4.0, Oct 7, 2026

Updated Oct 16, 2026All pricespricing.json