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Home/Claude Opus 4.8 vs Grok 4
Winner: Claude Opus 4.8Anthropic vs xAI

Claude Opus 4.8 vs Grok 4

Claude Opus 4.8 wins on coding (96 vs 80) and writing quality and context window (1M vs 256K). Grok 4 wins on price ($3 vs $5/1M input). For most workflows, Claude Opus 4.8 is the stronger default — earlier opus — replaced by opus 5 and then opus 5.5.

Last verified Oct 11, 2026/Model data modified Oct 11, 2026
Rankings refresh dailyScored on 6 criteriaNo paid rankings
AnthropicPremium
Input cost
$5.00/1M
Context
1M tokens
Speed
Deliberate

Clear recommendation block

The safest Claude Opus 4.8 vs Grok 4 default, the cheaper option worth trying first, and the specialist pick — before you read the detail below.

Best overall model

Claude Opus 4.8

View
Why this recommendation

Claude Opus 4.8 is the strongest answer here for Claude Opus 4.8 vs Grok 4 — pick it when quality of output matters more than the $5.00/1M/1M input you pay for it.

AnthropicPremium
Best for
Hardest coding tasks, parallel agentic workflows, and high-fidelity vision
Price
$5.00/1M
Context
1M tokens
Best value model

Grok 4

View
Why this recommendation

Grok 4 handles the same job for about 40% less per token. Start here and only move up if the output is not good enough.

xAIBalanced
Best for
Historical reference — use Grok 4.7 for new work
Price
$3.00/1M
Context
256k tokens
Best for speed

Grok 4

View
Why this recommendation

Grok 4 is the fastest of these for Claude Opus 4.8 vs Grok 4 — worth it when latency is what the reader notices, not the last few points of reasoning depth.

xAIBalanced
Best for
Historical reference — use Grok 4.7 for new work
Price
$3.00/1M
Context
256k tokens

Why this page recommends it

Claude Opus 4.8 leads on coding with a score of 96 vs 80 for Grok 4.

Claude Opus 4.8 has the larger context window: 1M vs 256K for Grok 4.

Grok 4 is cheaper at $3/1M input tokens vs $5/1M for Claude Opus 4.8.

Decision notes

Choose Claude Opus 4.8 for hardest coding tasks, parallel agentic workflows, and high-fidelity vision. Its coding and research scores are what carry the recommendation here.

Choose Grok 4 when your work is mostly historical reference — use Grok 4.7 for new work — that is the workload it was tuned for.

Grok 4 is the more cost-efficient option at $3/1M input — Claude Opus 4.8 costs 2x more per input token, so the gap is worth taking seriously wherever token volume rather than peak quality drives the bill.

Interactive decision lab

Test the recommendation against your priority

Switch the scoring lens to see whether the Claude Opus 4.8 vs Grok 4 answer changes when cost, speed, or long-document depth leads the decision.

#1Claude Opus 4.889 pts
#2Grok 470 pts
Quality first

Claude Opus 4.8

Anthropic / Premium / May 27, 2026

89

Earlier Opus — replaced by Opus 5 and then Opus 5.5.

Ranks models by the broadest mix of coding, writing, research, and long-context usefulness.

Cost
$5.00/1M
$25.00/1M out
Speed
Deliberate
2/5 score
Context
1M tokens
input window
View model
Data-backed recommendation
Avoid this pick if

You need low-latency responses, image generation, or a workflow locked to OpenAI tooling.

Recommended comparisons

Where the Claude Opus 4.8 vs Grok 4 recommendation shifts once you weigh price or latency differently.

AnthropicPremiumWinner: Claude Opus 4.8

Claude Opus 4.8

Earlier Opus — replaced by Opus 5 and then Opus 5.5.

Best use case
Hardest coding tasks, parallel agentic workflows, and high-fidelity vision
Input
$5.00/1M
Pricing
Premium
Speed
Deliberate
Context
1M tokens
Coding leaderSWE-bench Pro #1Parallel subagents
xAIBalancedOption 2

Grok 4

Retired May 15, 2026 — replaced by Grok 4.6 and Grok 4.7.

Best use case
Historical reference — use Grok 4.7 for new work
Input
$3.00/1M
Pricing
Balanced
Speed
Fast
Context
256k tokens
Coding2M contextValue

Side-by-side specs

List prices and published scores — the numbers this page's pick is built from.

ModelInputOutputEst. monthContextSpeedCodingWritingResearch
Claude Opus 4.8Anthropic$5.00/1M$25.00/1M$1001M tokensDeliberate969698
Grok 4xAI$3.00/1M$15.00/1M$60256k tokensFast807078

Scores out of 100 — how we evaluate models. “Est. month” is 10M in / 2M out at list price: a ceiling, no discounts.

The case for each model

Why each one is on the shortlist for Claude Opus 4.8 vs Grok 4, what it is genuinely good at, and where we would steer you away from it.

Claude Opus 4.8

Winner: Claude Opus 4.8Anthropic

The default answer for Claude Opus 4.8 vs Grok 4 — 96/100 on the coding axis, and the model we would start with unless the price below rules it out.

Anthropic's May 2026 Opus flagship — 69.2% SWE-Bench Pro, 88.6% SWE-Bench Verified, 1890 Arena Elo (121 pts ahead of GPT-5.5), and native parallel subagents. Same $5/$25 price as Opus 4.7.

Input
$5.00/1M
Output
$25.00/1M
Context
1M tokens
Speed
Deliberate

What people actually use it for

  • Running parallel subagent workflows that split, solve, and merge complex engineering tasks
  • Autonomous PR review and multi-file refactors where accuracy matters more than speed
  • Deep research synthesis across 1M-token corpora — patents, codebases, legal documents

Where it wins

  • 69.2% SWE-Bench Pro at launch, up from Opus 4.7's 64.3%
  • 88.6% SWE-Bench Verified and 83.4% OSWorld computer use
  • Native parallel subagents: orchestrated multi-agent execution in a single call
  • 1890 Arena Elo, 121 points ahead of GPT-5.5

Where it falls down

  • Deliberate pace — not the right pick for latency-sensitive applications
  • Same price tier as Opus 4.7; not a budget option

Skip it if

You need low-latency responses, image generation, or a workflow locked to OpenAI tooling.

Our verdict

The best value at the premium tier now that Claude Fable 5 leads on raw capability. 69.2% SWE-Bench Pro, 1890 Elo, and built-in parallel subagents at $5/$25 — half the price of Fable 5. The smart default for serious coding when you don't need the absolute frontier.

Full pricing, benchmark table and release notes on the Claude Opus 4.8 page.

Grok 4

xAI

Where most budgets should land for Claude Opus 4.8 vs Grok 4 — about 40% less per token than Claude Opus 4.8, and still 80/100 on the coding axis.

xAI's July 2025 flagship, priced at $3/$15 per million tokens with a 256K context window. Retired from xAI's API on May 15, 2026; current Grok models are Grok 4.6 and Grok 4.7.

Input
$3.00/1M
Output
$15.00/1M
Context
256k tokens
Speed
Fast

What people actually use it for

  • Early-stage research mapping — exploring a new topic before narrowing down
  • Analyzing codebases and datasets within a 256K-token context window
  • Competitive intelligence and market research with broad, fast synthesis

Where it wins

  • Strong coding and reasoning at its July 2025 launch
  • 256K-token context window
  • Fast and responsive for exploration and open-ended research loops

Where it falls down

  • Retired from xAI's API on May 15, 2026
  • Less established ecosystem and tooling than OpenAI or Anthropic

Skip it if

You need the highest writing quality or the most reliable production-grade output — Claude wins both.

Our verdict

Retired: xAI shut down the grok-4-0709 API on May 15, 2026. It was a strong coding model at launch, at $3/$15 with a 256K window; earlier versions of this page listed $2/$6 and 2M tokens in error. Use Grok 4.7 instead.

Full pricing, benchmark table and release notes on the Grok 4 page.

Explore related decisions

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Anthropic
Claude Opus 4.8Earlier Opus — replaced by Opus 5 and then Opus 5.5.Read guide
xAI
Grok 4Retired May 15, 2026 — replaced by Grok 4.6 and Grok 4.7.Read guide
Alternatives
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Alternatives
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Guide
Best AI for CodingClaude Opus 5.5 leads coding AI in October 2026 with 89.9% on SWE-bench Pro.…Read guide

Quick links

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FAQ

Is Claude Opus 4.8 better than Grok 4?

Claude Opus 4.8 wins on more of the categories we score — coding, research, long context — so it is the better default of the two. Grok 4 is the better pick when your work is mostly historical reference — use Grok 4.7 for new work. Neither is universally "better": Claude Opus 4.8 is aimed at hardest coding tasks and parallel agentic workflows, Grok 4 at historical reference — use Grok 4.7 for new work.

Which is cheaper — Claude Opus 4.8 or Grok 4?

Grok 4 is cheaper at $3/1M input and $15/1M output. Claude Opus 4.8 costs $5/1M input and $25/1M output.

Which has a larger context window — Claude Opus 4.8 or Grok 4?

Claude Opus 4.8 has the larger context window at 1M tokens vs Grok 4's 256K. For large document analysis, Claude Opus 4.8 is the stronger pick.

Is Claude Opus 4.8 or Grok 4 better for coding?

Claude Opus 4.8 is better for coding with a score of 96 vs Grok 4's 80 (out of 100). Claude Opus 5.5 is the overall coding leader in this directory at 100/100.

Which is faster — Claude Opus 4.8 or Grok 4?

Grok 4 is faster with a fast speed rating (score: 4) vs Claude Opus 4.8's deliberate rating (score: 2). Speed matters most for interactive and high-throughput work; for batch jobs the Claude Opus 4.8 latency penalty is usually invisible.

What are the downsides of Claude Opus 4.8?

Deliberate pace — not the right pick for latency-sensitive applications. Same price tier as Opus 4.7; not a budget option. Avoid it if you need the highest possible coding ceiling (Fable 5 / Mythos 5), low-latency responses, or a workflow locked to OpenAI tooling. That is the main case for looking at Grok 4 instead.

What are the downsides of Grok 4?

Retired from xAI's API on May 15, 2026. Less established ecosystem and tooling than OpenAI or Anthropic. Avoid it if you need the highest writing quality or the most reliable production-grade output — Claude wins both. Against Claude Opus 4.8 specifically, the gap shows up most on coding (96 vs 80).

What does a month of real work cost on Claude Opus 4.8 vs Grok 4?

Take a moderate workload of 10M input and 2M output tokens a month. Claude Opus 4.8 runs $100.00 (at $5/1M in and $25/1M out); Grok 4 runs $60.00 (at $3/1M in and $15/1M out). That is a $40.00/month difference — Grok 4 is the cheaper of the two at this volume, and the gap scales linearly as you send more. Output tokens dominate the bill on both, so prompt length matters far less than response length.

Can I use Claude Opus 4.8 and Grok 4 together?

Yes, and for most teams that beats picking one. A common split is Claude Opus 4.8 for hardest coding tasks and parallel agentic workflows, with Grok 4 handling historical reference — use Grok 4.7 for new work. Routing high-volume, low-stakes calls to Grok 4 at $3/1M and reserving Claude Opus 4.8 for the hard cases is usually the cheapest arrangement that does not cost you quality.