AI model comparison

Claude Opus 4.8 vs GPT-5 Chat (latest)

Compare pricing, context limits, supported inputs and deployment options to choose a model for your workflow.

Claude Opus 4.8 from Anthropic lists 1M context, 128K maximum output, $5.00 input per 1M tokens, $25.00 output per 1M tokens. GPT-5 Chat (latest) from OpenAI lists 400K context, 128K maximum output, $1.25 input per 1M tokens, $10.00 output per 1M tokens. Compare the inputs, outputs and deployment options below to see which fits your workflow.

Side-by-sideCapabilities and practical differences

Anthropic

Claude Opus 4.8

Claude Opus 4.8 from Anthropic: Top Claude Opus tier for the hardest reasoning, coding, and long-horizon agents.

Context
1M
Max output
128K
Input / 1M tokens
$5.00
Output / 1M tokens
$25.00

Accepts

  • Text input
  • Image input
  • PDF input

Produces

  • Text output
VS

OpenAI

GPT-5 Chat (latest)

GPT-5 Chat (latest) from OpenAI: Chat-tuned GPT model for conversational assistance, writing, and tool workflows.

Context
400K
Max output
128K
Input / 1M tokens
$1.25
Output / 1M tokens
$10.00

Accepts

  • Text input
  • Image input

Produces

  • Text output

At a glance

Key differences

Compare the available figures below, then try both models on the work you need to do.

Claude Opus 4.8

  • Context capacity: 1M

GPT-5 Chat (latest)

  • Input price: $1.25
  • Output price: $10.00

Context capacity

Higher listed limit

Claude Opus 4.8:1M

GPT-5 Chat (latest):400K

Claude Opus 4.8

Maximum output

Higher listed limit

Claude Opus 4.8:128K

GPT-5 Chat (latest):128K

Same value

Input price

Lower listed token rate

Claude Opus 4.8:$5.00

GPT-5 Chat (latest):$1.25

GPT-5 Chat (latest)

Output price

Lower listed token rate

Claude Opus 4.8:$25.00

GPT-5 Chat (latest):$10.00

GPT-5 Chat (latest)

Specifications

Pricing, limits and capabilities

Specifications for Claude Opus 4.8 and GPT-5 Chat (latest). Higher limits and lower prices describe these figures only.
SpecificationClaude Opus 4.8GPT-5 Chat (latest)
ProviderAnthropicOpenAI
Listed pricing routeAnthropicOpenAI
Model familyclaude-opusgpt-codex
Accepted inputstext, image, pdftext, image
Produced outputstexttext
Context window1MHigher400K
Max output128K128K
Input price / 1M$5.00$1.25Lower
Output price / 1M$25.00$10.00Lower
Reasoning modeDocumentedDocumented
Tool callingDocumentedNot documented
Image inputDocumentedDocumented
Audio inputNot documentedNot documented
Structured outputNot documentedDocumented
LicenseProprietaryProprietary

Workload guidance

Which model should you choose?

Consider Claude Opus 4.8 if you need larger context. Consider GPT-5 Chat (latest) if you need a lower listed input rate or a lower listed output rate. Test both on the same representative examples and judge the output against your acceptance criteria. Include tool failures, retries and the time to a completed task.

Documentation and model profiles

Explore each model’s features, API requirements and licence terms in the sources below.

Questions people ask

It brings together documented inputs and outputs, token limits, deployment terms and available pricing. When both models have source-linked, verified results on a shared benchmark, those results are shown with their individual sources. The comparison is a starting point for evaluating your own workload.

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