Pairwise benchmark snapshot · Aug 17, 2026noindex (thin pair)
Comparing verified benchmark accuracy, speed, and token pricing between Google: Gemini 3.1 Pro Preview (batch) and Luma UNI 1 Max. Review the complete breakdown below to determine which model best fits your performance and budget requirements.
Auto-discovered from OpenRouter (google/gemini-3.1-pro-preview:batch). Preview until a second source matches.
Luma Labs universal 3D-aware image synthesis engine with spatial geometry consistency.
Single model data
No latency data
Unpriced
Category wins across reasoning intelligence, generation speed, and token cost.
Arena Preference Elo, prompt fidelity & typography score
Time to render full-resolution image snapshot (seconds)
API inference cost per 1,000 generated images
| Benchmark | Google: Gemini 3.1 Pro Preview (batch) | Luma UNI 1 Max | Advantage Delta |
|---|---|---|---|
| Image Elo | — | — | |
| Generation time | — | — | |
| Price per 1k images | — | $100/1k | — |
| Prompt adherence | — | — | |
| Text rendering | — | — |
Simulate monthly production API costs in USD (US Dollar).
Google: Gemini 3.1 Pro Preview (batch) is estimated to save $2,500.00/month ($30,000/year).
Need SWE-bench on both sides.
Need list prices.
Need TTFT on both sides.
Need context sizes.
Luma UNI 1 Max 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 | insufficient data | Need list prices. |
| Voice / low-latency UI | insufficient data | Need TTFT on both sides. |
| Long-document RAG | insufficient data | Need context sizes. |
| Screenshots / vision | Luma UNI 1 Max | Luma UNI 1 Max is the side marked multimodal in the catalog. |
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Verified Head-to-Head Telemetry
