Pairwise benchmark snapshot · Aug 17, 2026noindex (thin pair)
This page compares DeepSeek V4 Pro (DeepSeek) and AllenAI: Olmo 3 32B Think (allenai) using the latest snapshots we have as of Aug 17, 2026. AllenAI: Olmo 3 32B Think wins on output price at $0.5/1M. DeepSeek V4 Pro 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.
DeepSeek
DeepSeek V4 ProOpen-weight-adjacent DeepSeek flagship. High reasoning density per dollar.
allenai
AllenAI: Olmo 3 32B ThinkAuto-discovered from OpenRouter (allenai/olmo-3-32b-think). Preview until a second source matches.
enable_reasoningReasoning 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.
Standard large-scale RL reasoning trace with self-correction.
"enable_reasoning": true
"reasoning": {
"effort": "medium",
"max_tokens": 2800
}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
$3.46/1M cheaper
Simulate monthly production API costs in USD (US Dollar).
AllenAI: Olmo 3 32B Think is estimated to save $92.85/month ($1,114/year).
Need SWE-bench on both sides.
Lower output list price ($0.5/1M).
Need TTFT on both sides.
Larger window (1M).
AllenAI: Olmo 3 32B Think 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 | AllenAI: Olmo 3 32B Think | Lower output list price ($0.5/1M). |
| Voice / low-latency UI | insufficient data | Need TTFT on both sides. |
| Long-document RAG | DeepSeek V4 Pro | Larger window (1M). |
| Screenshots / vision | AllenAI: Olmo 3 32B Think | AllenAI: Olmo 3 32B Think is the side marked multimodal in the catalog. |
Top DeepSeek vs top Anthropic Elo. Usually V4 Pro vs Opus 5. License and invoice decide as much as Elo.
2026-06 open-weight-adjacent flagship. The usual cheap-vs-Claude question starts here.
Jan 2025 reasoning model. Still searched. V4 Pro is the newer DeepSeek buy.
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The real PNG is generated at /compare/deepseek-v4-pro-vs-olmo-3-32b-think/opengraph-image for crawlers.
Verified head-to-head card