Claude Opus 4.8

AnthropicAll Anthropic models

Input

$5.00

USD / 1M tokens

Output

$25.00

USD / 1M tokens

Context

1M

tokens

Released

2026-05-28

Positioning: Flagship. Price level 4 of 4 among text models. Vendor-stated speed: Moderate.

Claude Opus 4.8 is Anthropic's Opus-tier model released May 28, 2026, building on Opus 4.7 as a more effective collaborator for agentic work. Anthropic reports it flags uncertainty more readily and is about four times less likely than its predecessor to let flaws in its own code go unmentioned. Anthropic's docs now list it as legacy but still available.

ThinkingToolsVision

Anthropic's Claude Opus 4.8 model page lists a 1M-token context window and 128K max output tokens on the synchronous Messages API.

Pricing

Pay for what you use: credits are deducted only when a request succeeds.
Prices in USD · $1 = 100 credits
Input
$5.00
Cache read
$0.50
Output
$25.00
USD / 1M tokens
Cache write · 5m TTL$6.25 / 1M
Cache write · 1h TTL$10.00 / 1M

Anthropic · Family · USD / 1M tokens

Text models from the same vendor on ATP. Bars fill up to the family's highest price.
All Anthropic models
ModelInputOutput
Claude Fable 5claude-fable-5$10.00$50.00
Claude Opus 4.7claude-opus-4-7$5.00$25.00
Claude Opus 4.8 This pageclaude-opus-4-8$5.00$25.00
Claude Opus 5claude-opus-5$5.00$25.00
Claude Sonnet 4.6claude-sonnet-4-6$3.00$15.00
Claude Sonnet 5claude-sonnet-5$3.00$15.00
Claude Haiku 4.5claude-haiku-4-5$1.00$5.00

Cost per 1,000 typical requests

A quick estimate with fixed token counts per request. No caching, no retries. Try the estimator with your own numbers.
WorkloadUSD / 1,000
Short chat turn800 / 400$14.00
RAG answer4,000 / 500$32.50
Agent step with tools20,000 / 1,500$137.50

Where it fits

Good fit
  • Long-running agentic coding where the model should check and flag its own work
  • Review, audit, and verification tasks that reward calibrated uncertainty
  • Tuning depth against speed per request with the effort setting (default high; xhigh and max available)
Usually not ideal
  • High-volume short requests better priced on Sonnet or Haiku tiers
  • Workloads that need a higher Claude capability ceiling (see Claude Fable 5)

Benchmarks

Vendor-reported
  • SWE-Bench Pro69.2%

    Agentic coding

    Anthropic
  • Terminal-Bench 2.174.6%

    Terminus-2 public harness

    Anthropic
  • OSWorld-Verified83.4%

    Agentic computer use; updated OSWorld-Verified run methodology (see system card)

    Anthropic
  • Humanity's Last Exam57.9%

    with tools (49.8% no tools)

    Anthropic

Scores as published by each vendor, not measured by ATP. Test conditions vary, so they are not directly comparable across vendors.

Same controls on every model: project keys, per-project model access, credit budgets, and a log of every request.Set up your organization

Cost estimator

Plug in your usage to see roughly what a month costs.
0200
0100
ESTIMATE
$100.00
USD / month
10,000 credits / month
  • Input$50.00
  • Output$50.00

$100.00 USD / month · 10,000 credits / month

An estimate at our USD prices (USD 1 = 100 credits). What each request actually cost shows up in your console's request log. Cached input is billed at the lower cache-read price, so you may spend less.

Quickstart

Keep your SDK. Point it at ATP and use a project key. Read the docs
quickstart.py · OpenAI SDK
from openai import OpenAI

client = OpenAI(
  base_url="https://api.atptoken.ai/v1",
  api_key="atp-•••"
)

r = client.chat.completions.create(
  model="claude-opus-4-8",
  messages=[{"role":"user","content":"hi"}],
)

Compare with similar models

Same type and positioning, from other vendors, closest in price first.
Compare side by side

FAQ

4
Can Claude Opus 4.8 use tools, read images, or think before answering?
Claude Opus 4.8 supports tool calling, vision input and extended thinking, but not audio.
How much context does Claude Opus 4.8 take?
Anthropic lists a 1,000,000-token context window for Claude Opus 4.8. Source: Anthropic — Introducing Claude Opus 4.8. The model list your key can see shows the limit you actually get.
Is cached input cheaper on Claude Opus 4.8?
You pay per 1M input tokens and per 1M output tokens. Cached input costs 10% of the normal input price. Cache writes are priced separately. You only pay when a request succeeds. $1 = 100 credits. See pricing
Is there a newer Anthropic model than Claude Opus 4.8 on ATP?
Yes. Claude Opus 5 (claude-opus-5) came out on Jul 24, 2026, after Claude Opus 4.8 (May 28, 2026), and is the newer Anthropic text option on ATP. Both stay available: compare family prices on this page, then turn on the id you want for your project.

Sources

The model description on this page cites these sources. Prices come from ATP.
Get started

Start with $5. Credits never expire.

Create a project key, turn this model on, and pay only for what you use.