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Claude 4 Opus vs GPT-4o

Which AI model is better in 2026? Compare Claude 4 Opus and GPT-4o on benchmarks, pricing, speed, context window, and real-world fit.

Quick summary

Claude 4 Opus is currently the stronger overall pick for reasoning, coding, math, and context. GPT-4o wins on speed and price. GPT-4o remains the budget pick at $4.38 vs $16.00 blended / 1M tokens.

Overall winner

Claude 4 Opus

View Claude 4 Opus review

Claude 4 Opus wins

  • Reasoning
  • Coding
  • Math
  • Context

GPT-4o wins

  • Speed
  • Price

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Anthropic

Claude 4 Opus

ProprietaryFeb 2026

Anthropic’s 2026 flagship — best-in-class on code and long-horizon agents.

Open docs
OpenAI

GPT-4o

ProprietaryMay 2024

OpenAI’s vision-and-voice flagship from 2024 — still a great default.

Open docs

Claude 4 Opus vs GPT-4o: overview

Claude 4 Opus (Anthropic) and GPT-4o (OpenAI) are frequently compared by teams choosing an AI stack in 2026. Claude 4 Opus: Anthropic’s 2026 flagship — best-in-class on code and long-horizon agents. GPT-4o: OpenAI’s vision-and-voice flagship from 2024 — still a great default. This Claude 4 Opus vs GPT-4o comparison covers benchmarks, pricing, context window, speed, modalities, strengths, weaknesses, and who should pick which model.

Claude 4 Opus is proprietary with a 500k-token context window and a blended API price near $16.00 / 1M tokens (intelligence index 81/100). GPT-4o is proprietary with 128k context at about $4.38 blended / 1M (intelligence 72/100). Those gaps drive most “Claude 4 Opus vs GPT-4o” searches — quality versus cost, closed versus open, cloud versus self-host.

Where they differ most: Claude 4 Opus tends to lead on reasoning, coding, math, and context, while GPT-4o leads on speed and price. Choose Claude 4 Opus when you want the stronger overall profile on our scorecard; validate with your own evals before migrating production traffic.

Claude 4 Opus is often shortlisted for long-context coding, tool-using agents, and document understanding. GPT-4o fits general-purpose chat, voice apps, and vision tasks. Scroll to pricing, real-world tasks, and the who-should-choose section for decision support.

People search “Claude 4 Opus vs GPT-4o”, “which is better”, and “Claude 4 Opus vs GPT-4o pricing” for the same reason: switching models is expensive if quality drops, and staying put is expensive if you overpay. Use the winner card for a fast answer, the head-to-head table for receipts, and the editorial verdict for a human recommendation. Claude 4 Opus currently ranks among frontier options from Anthropic; GPT-4o is a hosted alternative from OpenAI. If API pricing is your main concern, start with the pricing section; for multimodal workloads, check vision/audio rows in technical differences; for agents and long documents, prioritize context and reasoning wins.

Head to head

Spec
Claude 4 Opus
GPT-4o
Winner
Reason
Intelligence index↑ better
Winner81
72
Claude 4 Opus
Claude 4 Opus leads on the composite intelligence index (81 vs 72).
Speed↑ better
50 tok/s
Winner110 tok/s
GPT-4o
GPT-4o generates tokens faster (110 vs 50 tok/s).
Time to first token↓ better
1.4 s
Winner0.4 s
GPT-4o
GPT-4o starts streaming sooner (0.4s vs 1.4s TTFT).
Context window↑ better
Winner500k
128k
Claude 4 Opus
Claude 4 Opus wins with 500k tokens — about 3.9× GPT-4o.
Max output↑ better
Winner32k
16k
Claude 4 Opus
Claude 4 Opus wins this row (32000 vs 16384).
Input price↓ better
$8.00 / 1M tokens
Winner$2.50 / 1M tokens
GPT-4o
GPT-4o is cheaper (~3.2× lower on this price row).
Output price↓ better
$40.00 / 1M tokens
Winner$10.00 / 1M tokens
GPT-4o
GPT-4o is cheaper (~4.0× lower on this price row).
Blended price↓ better
$16.00 / 1M tokens
Winner$4.38 / 1M tokens
GPT-4o
GPT-4o is cheaper (~3.7× lower on this price row).
License
Proprietary
Proprietary
Qualitative / categorical row
Input modalities
text, image
text, image, audio
Qualitative / categorical row
Output modalities
text
text, audio
Qualitative / categorical row

Pricing comparison

API cost is often the deciding factor in Claude 4 Opus vs GPT-4o for high-volume apps. Figures below use catalog list prices with a 3:1 input:output blend for monthly estimates. Cached input, batch, and realtime surcharges vary by provider — confirm on official docs.

API costClaude 4 OpusGPT-4o
Input / 1M tokens$8.00$2.50
Output / 1M tokens$40.00$10.00
Blended (3:1) / 1M$16.00$4.38
Est. cost @ 1M blended tokens$16.00$4.38
Est. cost @ 10M blended tokens$160.00$43.80
Est. cost @ 100M blended tokens$1600.00$438.00

Cached input, batch API, and realtime surcharges are provider-specific and not always published in our catalog — verify on official pricing pages.

Benchmark showdown

MMLU
Claude 4 Opus
90.0
GPT-4o
88.7
MMLU Pro
Claude 4 Opus
79.5
GPT-4o
73.3
GPQA
Claude 4 Opus
65.0
GPT-4o
53.1
MATH
Claude 4 Opus
88.0
GPT-4o
76.6
HumanEval
Claude 4 Opus
95.8
GPT-4o
90.2

Claude 4 Opus leads on MMLU, MMLU Pro, GPQA, MATH, and HumanEval, indicating stronger coding and reasoning-oriented scores. GPT-4o remains attractive for production deployments on price. Raw benchmarks shortlist models — run task-specific evals before you switch.

Real-world performance

Beyond academic scores, here is how Claude 4 Opus vs GPT-4o tends to split common product tasks based on catalog strengths, price, and modalities.

TaskWinner
CodingClaude 4 Opus
Blog writingClaude 4 Opus
ResearchClaude 4 Opus
Customer supportGPT-4o
Cheap API / high volumeGPT-4o
AI agentsClaude 4 Opus
SummarizationClaude 4 Opus
TranslationClaude 4 Opus
Vision / multimodalClaude 4 Opus
Self-hosting / open weightsGPT-4o

Technical differences

FeatureClaude 4 OpusGPT-4o
ProviderAnthropicOpenAI
LicenseProprietaryProprietary
Pricing modeltokenstokens
Context window500k tokens128k tokens
Max output32k tokens16k tokens
Vision inputYesYes
Audio inputNoYes
Text outputYesYes
Image outputNoNo
Video outputNoNo
Audio outputNoYes
Self-host friendlyNoNo
DocsAvailableAvailable

Strengths, weaknesses and best-for

Claude 4 Opus
Strengths
  • Top HumanEval
  • Long, coherent outputs
  • 500k context
Weaknesses
  • Slower than Sonnet
  • Premium price
Best for
  • Long-context coding
  • Tool-using agents
  • Document understanding
GPT-4o
Strengths
  • Strong multimodal
  • Voice-native
  • Mature ecosystem
Weaknesses
  • Weaker than GPT-5.5 on reasoning
  • Smaller context vs newer models
Best for
  • General-purpose chat
  • Voice apps
  • Vision tasks

Who should choose which

Choose Claude 4 Opus if

  • You need stronger reasoning, coding, or math quality
  • You need a larger context window
  • Long-context coding
  • Tool-using agents

Choose GPT-4o if

  • You care about faster token throughput
  • API budget is the top constraint
  • General-purpose chat
  • Voice apps

Pros & cons

Claude 4 Opus

Pros

  • Top HumanEval
  • Long, coherent outputs
  • 500k context

Cons

  • Slower than Sonnet
  • Premium price

GPT-4o

Pros

  • Strong multimodal
  • Voice-native
  • Mature ecosystem

Cons

  • Weaker than GPT-5.5 on reasoning
  • Smaller context vs newer models

Editorial verdict

Claude 4 Opus edges this matchup — with caveats

Claude 4 Opus is the better choice when you prioritize reasoning, coding, math, and context. GPT-4o stands out for speed and price, making it a strong option when those dimensions matter more than raw leaderboard rank. If maximum measured performance matters, Claude 4 Opus wins this matchup. If cost and control matter more, GPT-4o is difficult to beat. Always confirm with a bake-off on your real prompts before cutting over.

Still deciding? Read the full Claude 4 Opus review and GPT-4o review, or open the full AI models table.

Claude 4 Opus vs GPT-4o — frequently asked questions

On our scorecard, Claude 4 Opus wins overall (leads on Reasoning, Coding, Math, and Context). The “better” model still depends on your workload — validate with your own evals.

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