Pairwise benchmark snapshot · Aug 17, 2026noindex (thin pair)
In this head-to-head showdown, Anthropic: Claude Opus 4.8 (batch) is more budget-friendly at $12.5/1M per 1M output tokens. Review the complete breakdown below to determine which model best fits your performance and budget requirements.
Auto-discovered from OpenRouter (anthropic/claude-opus-4.8:batch). Preview until a second source matches.
Single model data
No latency data
$12.5 / 1M output
Relative percentile scores computed across all active models in the benchmark catalog.
Each spoke is a skill. Farther from the center is better (0–100th percentile). Tap any dot to inspect details.
Category wins across reasoning intelligence, generation speed, and token cost.
Preference Elo, Coding proficiency, SWE-bench & LiveBench accuracy
Generation throughput and time to first token responsiveness
Cost per million tokens and max context window length
| Benchmark | Anthropic: Claude Opus 4.8 (batch) | Grok 4 | Advantage Delta |
|---|---|---|---|
| Preference Elo | — | — | |
| LiveBench | — | — | |
| SWE-bench | — | — | |
| GPQA Diamond | — | — | |
| Time to first token | — | — | |
| Output speed | — | 98 tok/s | — |
| Input price | $2.5/1M | Anthropic: Claude Opus 4.8 (batch) (+$0.5/1M) | |
| Output price | $12.5/1M | Anthropic: Claude Opus 4.8 (batch) (+$2.5/1M) | |
| Context window | Anthropic: Claude Opus 4.8 (batch) (+744k) |
Simulate monthly production API costs in USD (US Dollar).
Anthropic: Claude Opus 4.8 (batch) is estimated to save $55.00/month ($660/year).
Need SWE-bench on both sides.
Lower output list price ($12.5/1M).
Need TTFT on both sides.
Larger window (1M).
Grok 4 is the side marked multimodal in the catalog.
| Target Workload | Recommended Pick | Evaluation Rationale |
|---|---|---|
| Repo / coding agents | insufficient data | Need SWE-bench on both sides. |
| High-volume chat | Anthropic: Claude Opus 4.8 (batch) | Lower output list price ($12.5/1M). |
| Voice / low-latency UI | insufficient data | Need TTFT on both sides. |
| Long-document RAG | Anthropic: Claude Opus 4.8 (batch) | Larger window (1M). |
| Screenshots / vision | Grok 4 | Grok 4 is the side marked multimodal in the catalog. |
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Verified head-to-head card
