Model comparison 2026

Claude Opus 4.8 vs Grok 4.3

Claude Opus 4.8
Anthropic · Frontier · Proprietary
$11/1M · 1M ctx
Grok 4.3
xAI · Frontier · Proprietary
$1.63/1M · 1M ctx

Community vote

Pick a winner in each dimension. You can change your vote any time.

Output Quality

Correctness and depth of what it produces

Agentic Ability

Tool calls, instruction-following, and multi-step tasks

Speed

Tokens per second and time-to-first-token

Value for Money

How much capability you get per dollar

Reliability

Consistent results: fewer refusals, loops and format breaks

Specs and pricing side by side

Spec
Opus 4.8
Grok 4.3
Maker
Anthropic
xAI
Blended price / 1M
$11
$1.63
Input / output
$5.00 in · $25 out / 1M tokens
$1.25 in · $2.50 out / 1M tokens
Context window
1M
1M
Open weights
No
No
Tool use
Yes
Yes
Reasoning
Yes
Yes
Output Quality
8.0
5.7
Agentic Ability
6.7
4.4
Speed
6.7
8.0
Value for Money
4.3
4.4
Reliability
8.9
8.4

Pricing and capabilities synced from the OpenRouter catalogue. Scores are editorial (0–10).

Verdict: Opus 4.8 or Grok 4.3?

Updated 2026-10-17

Choose Claude Opus 4.8 if you want existing Opus 4.8 setups until they move to Opus 5.5. Choose Grok 4.3 if you want simple, long-context calls in existing Grok setups.

In our editorial scoring, Claude Opus 4.8 leads in 3 of five dimensions (output quality, agentic ability and reliability), while Grok 4.3 leads in 2. On price, Claude Opus 4.8 runs about $11 per 1M tokens (blended) and is proprietary; Grok 4.3 is about $1.63 and proprietary.

Where Opus 4.8 falls short
  • Superseded by Claude Opus 5.5, which costs less ($4/$20 vs $5/$25) and scores far higher
  • Haiku 5.5 now scores higher on Artificial Analysis (43 vs 42) at a fraction of the price
Full Opus 4.8 breakdown →
Where Grok 4.3 falls short
  • Superseded by Grok 4.7, which scores far higher
  • 0% in Artificial Analysis's Terminal-Bench 4.0 run
Full Grok 4.3 breakdown →

Setting it up? Grok 4.3: model ID, providers and agent config

The agent matters as much as the model. Compare AI agents →

Current Claude, GPT, Gemini and open models run on Standard Compute

Standard Compute

Current frontier models Claude Fable 5.1 · GPT-6 Astra

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