LLM·Dex

Claude 3.5 Sonnet vs GPT-4o

A complete head-to-head: pricing, context window, benchmarks, modality coverage, and openness, with a programmatic verdict synthesized from the underlying data.

Verdict by category
  • PriceGPT-4o

    GPT-4o is roughly 1.5× cheaper on output tokens ($10.00 vs $15.00 per 1M).

  • Context windowClaude 3.5 Sonnet

    Claude 3.5 Sonnet accepts 200K tokens vs 128K, 1.6× the room for long documents and codebases.

  • BenchmarksClaude 3.5 Sonnet

    Claude 3.5 Sonnet leads in 1 of 1 shared benchmarks; the biggest gap is on HumanEval (Python coding), where it scores 92.0 vs 90.2.

  • ModalitiesGPT-4o

    GPT-4o supports 3 modalities (text, vision, audio) vs 2 for Claude 3.5 Sonnet.

  • OpennessTie

    Both are closed-weight, API-only.

It's a genuine coin-flip between Claude 3.5 Sonnet and GPT-4o: 2 category wins each, with the rest tied. GPT-4o is roughly 1.5× cheaper on output tokens ($10.00 vs $15.00 per 1M). Claude 3.5 Sonnet accepts 200K tokens vs 128K, 1.6× the room for long documents and codebases.

Claude 3.5 Sonnet leads in 1 of 1 shared benchmarks; the biggest gap is on HumanEval (Python coding), where it scores 92.0 vs 90.2. They differ in modality coverage, Claude 3.5 Sonnet handles text, vision while GPT-4o handles text, vision, audio, which can be the deciding factor before you even look at benchmarks. Both are closed-weight, API-only.

Claude 3.5 Sonnet is the newer of the two, released 5 months after GPT-4o, which usually means a more recent knowledge cutoff and updated safety post-training. Claude 3.5 Sonnet is usually picked for coding llm and code review workloads, while GPT-4o sees more deployments in chatbots and vision. If pricing matters more than every last benchmark point, run the numbers in the calculator below before committing.

Side-by-side specs

SpecClaude 3.5 SonnetGPT-4o
ProviderAnthropicOpenAI
ReleasedOct 2024May 2024
Modalitiestext, visiontext, vision, audio
Context window200K tokens128K tokens
Max output,,
Input · 1M$3.00 / 1M tokens$2.50 / 1M tokens
Output · 1M$15.00 / 1M tokens$10.00 / 1M tokens
Knowledge cutoff,2023-10
Open weightsNoNo
API availableYesYes

Pricing at scale

What you'd actually pay at typical workloads. Numbers come from each model's published per-million-token rates.

  • Light usage, 100k in / 50k out per day$31.50 vs $22.50
  • Heavy usage, 1M in / 500k out per day$315 vs $225
  • RAG workload, 5M in / 200k out per day$540 vs $435

Light usage, 100k in / 50k out per day: $31.50 vs $22.50 per month, model B comes out ahead. Heavy usage, 1M in / 500k out per day: $315 vs $225 per month, model B comes out ahead. RAG workload, 5M in / 200k out per day: $540 vs $435 per month, model B comes out ahead.

Price calculator

Estimated spend for the listed models at your usage. Numbers are derived from each model's published per-million-token rates.

  • Claude 3.5 Sonnet$1.05
  • GPT-4o$0.750

Benchmarks compared

Only sourced numbers. Where a benchmark is missing for one model we show the available value rather than fabricating the other.

Claude 3.5 SonnetGPT-4o
  • MMLU,88.7
  • HumanEval92.090.2
Pick Claude 3.5 Sonnet if

Claude 3.5 Sonnet fits when…

  • Mature and battle-tested
  • Strong code
  • Long-context tasks, handles 200K tokens vs 128K for GPT-4o.
Pick GPT-4o if

GPT-4o fits when…

  • Native multimodal
  • Mature SDK and tooling
  • Cost-sensitive workloads, 1.5× cheaper than Claude 3.5 Sonnet on output tokens.
  • Multimodal needs covering audio.
Don't want either?

Consider Claude Opus 4.7

Anthropic's mid-2026 flagship, ahead on SWE-bench, agent reliability, and writing quality.

Frequently asked

  • Is Claude 3.5 Sonnet or GPT-4o cheaper?
    GPT-4o is cheaper at $10.00 / 1M tokens per million output tokens, vs $15.00 / 1M tokens for Claude 3.5 Sonnet.
  • Which has the larger context window?
    Claude 3.5 Sonnet accepts 200K tokens vs 128K for GPT-4o.
  • Is Claude 3.5 Sonnet or GPT-4o better for coding?
    Both Claude 3.5 Sonnet and GPT-4o are competitive on coding benchmarks. See each model's individual spec page for HumanEval and SWE-bench scores where published. For an opinionated pick, consult our Best LLM for Coding ranking.
  • Are either of these models open source?
    Neither model ships open weights, both are accessible only via their respective providers' APIs.
  • When were Claude 3.5 Sonnet and GPT-4o released?
    Claude 3.5 Sonnet was released by Anthropic on 2024-10-22. GPT-4o was released by OpenAI on 2024-05-13.
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