Pairwise benchmark snapshot · Aug 17, 2026noindex (thin pair)
This page compares Anthropic: Claude Opus 4.1 (Anthropic) and Claude Opus 4.8 (Anthropic) using the latest snapshots we have as of Aug 17, 2026. Claude Opus 4.8 wins on output price at $25/1M. Claude Opus 4.8 has the larger context window (1M tokens). Every cell below is a dated snapshot from a named public source — we do not invent missing scores, and we do not run SWE-bench ourselves.
Anthropic
Anthropic: Claude Opus 4.1Auto-discovered from OpenRouter (anthropic/claude-opus-4.1). Preview until a second source matches.
Anthropic
Claude Opus 4.8Prior Opus generation still billed at $5/$25. Kept as a compare baseline against Opus 5.
thinking_budgetReasoning models scale test-time compute by generating hidden chain-of-thought (CoT) tokens. These tokens are billed at standard output rates and directly expand latency (TTFT) in exchange for higher GPQA Diamond and SWE-bench Verified problem resolve rates.
Official evaluation benchmark budget for SWE-bench and LiveBench.
"thinking": {
"type": "enabled",
"budget_tokens": 16384
}"reasoning": {
"effort": "medium",
"max_tokens": 3200
}Instant pairwise benchmark recalculation across 400+ LLMs
Category wins across intelligence, speed, and pricing efficiency.
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
Each spoke is a skill. Farther from the center is better (0–100th percentile). Tap any dot to inspect details.
No shared data
No shared data
$50.00/1M cheaper
Simulate monthly production API costs in USD (US Dollar).
Claude Opus 4.8 is estimated to save $1,100.00/month ($13,200/year).
Need SWE-bench on both sides.
Lower output list price ($25/1M).
Need TTFT on both sides.
Larger window (1M).
Claude Opus 4.8 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 | Claude Opus 4.8 | Lower output list price ($25/1M). |
| Voice / low-latency UI | insufficient data | Need TTFT on both sides. |
| Long-document RAG | Claude Opus 4.8 | Larger window (1M). |
| Screenshots / vision | Claude Opus 4.8 | Claude Opus 4.8 is the side marked multimodal in the catalog. |
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The real PNG is generated at /compare/claude-opus-4-1-vs-claude-opus-4-8/opengraph-image for crawlers.
Verified head-to-head card