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Head-to-head comparison

Gemini 3.1 Pro Preview vs Ornith 1.5 397B

Gemini 3.1 Pro Preview (Google) and Ornith 1.5 397B (Ornith Ai) compared on the ModelCap Index, API price, context window, provider availability, weight access and every public benchmark board they share. Figures are the same ones shown on the live rankings; nothing here is a hidden score.

Snapshot as of 20 August 2026

As of 20 August 2026, Gemini 3.1 Pro Preview holds the stronger ModelCap Index position (#8 vs #12); and Ornith 1.5 397B ships open weights.

Which should you choose?

Choose Gemini 3.1 Pro Preview if…

  • you want the stronger overall ModelCap Index position — #8 against #12 (78.3 vs 74.2 points).
  • you want provider choice — 2 listed API providers against 0.

Choose Ornith 1.5 397B if…

  • you want to self-host: Ornith 1.5 397B ships open weights while Gemini 3.1 Pro Preview is api only.
  • you want the more recently listed model — Ornith 1.5 397B was listed 18 August 2026, Gemini 3.1 Pro Preview 19 February 2026.

Gemini 3.1 Pro Preview vs Ornith 1.5 397B: specs, pricing and context

Specification comparison of Gemini 3.1 Pro Preview and Ornith 1.5 397B
FieldGemini 3.1 Pro PreviewGoogleOrnith 1.5 397BOrnith Ai
ModelCap Index position#8#12
Index score78.374.2
EvidenceMeasuredEstimated
Input price / 1M tokens$2.00Unlisted
Output price / 1M tokens$12.00Unlisted
Context window1M tokens— tokens
Max output tokens66K
API providers listed20
Weight accessAPI onlyOpen weights
Input modalitiesAudio, File, Image, Text, VideoText
First listed19 February 202618 August 2026
PublisherGoogleOrnith Ai

Evidence: 4 public benchmark observations across 4 boards · start rank interpolated from the launch card's own comparison table against resolved catalogue peers, discounted for measured cross-lab optimism. Prices are the lowest listed API offer per million tokens observed on the OpenRouter catalogue.

Benchmark scores: Gemini 3.1 Pro Preview vs Ornith 1.5 397B

Public benchmark boards where Gemini 3.1 Pro Preview or Ornith 1.5 397B has a published result
BoardGemini 3.1 Pro PreviewOrnith 1.5 397BLeads
Arena codingArena (LMArena)15211516–1526Only one result
LMArena AgentLMArena-0.9%-1.6%–-0.2%Only one result
Artificial Analysis Intelligence IndexArtificial Analysis47.7intelligence-indexOnly one result

Scores are the sources' own published figures for each model's best evaluated configuration; ModelCap never re-runs a benchmark.

Want a different pairing? Open the interactive comparison tool to swap either model for any current ranked language model.

Gemini 3.1 Pro Preview vs Ornith 1.5 397B: common questions

Is Gemini 3.1 Pro Preview better than Ornith 1.5 397B?

Gemini 3.1 Pro Preview ranks higher on the ModelCap Index as of 20 August 2026: #8 against #12. That is a capability ranking built from public benchmark evidence with published uncertainty; whether it is "better" for you also depends on price, context and where you can run it.

Is Gemini 3.1 Pro Preview cheaper than Ornith 1.5 397B?

At least one of the two has no listed API price on ModelCap right now, so no price comparison is made.

Which has the bigger context window, Gemini 3.1 Pro Preview or Ornith 1.5 397B?

Both publish a 1M-token context window.

Which is better for coding, Gemini 3.1 Pro Preview or Ornith 1.5 397B?

The two models do not share a coding benchmark board on ModelCap yet, so no head-to-head coding score is published; the ModelCap Index position is the closest overall signal.

Are Gemini 3.1 Pro Preview and Ornith 1.5 397B open-weight models?

Gemini 3.1 Pro Preview: API only. Ornith 1.5 397B: Open weights. Open weights mean the checkpoint can be downloaded and self-hosted under its licence; API-only models are available solely through hosted endpoints.

Where can I run Gemini 3.1 Pro Preview and Ornith 1.5 397B?

ModelCap currently lists 2 API providers for Gemini 3.1 Pro Preview and 0 for Ornith 1.5 397B, from the OpenRouter catalogue snapshot the site serves; each model page lists the providers and their prices.

How current is this Gemini 3.1 Pro Preview vs Ornith 1.5 397B comparison?

Every figure comes from the sealed ModelCap dataset published 20 August 2026; the page re-renders within a minute of each data refresh, and the ModelCap Index positions are the same ones shown on the live rankings.

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