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Head-to-head comparison

Gemini 3.1 Pro Preview vs Hy4 preview

Gemini 3.1 Pro Preview (Google) and Hy4 preview (Tencent) 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 3 September 2026

As of 3 September 2026, Gemini 3.1 Pro Preview holds the stronger ModelCap Index position (#8 vs #19); Hy4 preview is 4.8× cheaper per output token ($2.50/1M vs $12.00/1M); and Hy4 preview ships open weights.

Which should you choose?

Choose Gemini 3.1 Pro Preview if…

  • you want the stronger overall ModelCap Index position — #8 against #19 (78.5 vs 68.6 points).
  • you want provider choice — 2 listed API providers against 1.

Choose Hy4 preview if…

  • API cost matters — $2.50/1M output tokens against $12.00/1M, about 4.8× cheaper.
  • your workload is prompt-heavy — input tokens cost $0.834/1M against $2.00/1M.
  • you want to self-host: Hy4 preview ships open weights while Gemini 3.1 Pro Preview is api only.
  • you want the more recently listed model — Hy4 preview was listed 28 August 2026, Gemini 3.1 Pro Preview 19 February 2026.

Gemini 3.1 Pro Preview vs Hy4 preview: specs, pricing and context

Specification comparison of Gemini 3.1 Pro Preview and Hy4 preview
FieldGemini 3.1 Pro PreviewGoogleHy4 previewTencent
ModelCap Index position#8#19
Index score78.568.6
EvidenceMeasuredEstimated
Input price / 1M tokens$2.00$0.834
Output price / 1M tokens$12.00$2.50
Context window1M tokens1M tokens
Max output tokens66K64K
API providers listed21
Weight accessAPI onlyOpen weights
Input modalitiesAudio, File, Image, Text, VideoText
First listed19 February 202628 August 2026
PublisherGoogleTencent

Evidence: 4 public benchmark observations across 4 boards · placed against measured peers on publisher-reported benchmarks, discounted for self-report optimism; floored directly above its measured family predecessor. Prices are the lowest listed API offer per million tokens observed on the OpenRouter catalogue.

Benchmark scores: Gemini 3.1 Pro Preview vs Hy4 preview

Public benchmark boards where Gemini 3.1 Pro Preview or Hy4 preview has a published result
BoardGemini 3.1 Pro PreviewHy4 previewLeads
Arena codingArena (LMArena)15211516–1526Only one result
LMArena AgentLMArena-3.1%-4.0%–-2.2%Only one result
AA Intelligence IndexArtificial Analysis47.7intelligence-indexOnly one result
AA Terminal-Bench 2.1Artificial Analysis73.8%terminal-bench-2.1Only one result
AA τ²-Bench TelecomArtificial Analysis95.6%tau2-bench-telecomOnly one result
AA Humanity's Last ExamArtificial Analysis47.0%humanitys-last-examOnly 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 Hy4 preview: common questions

Is Gemini 3.1 Pro Preview better than Hy4 preview?

Gemini 3.1 Pro Preview ranks higher on the ModelCap Index as of 3 September 2026: #8 against #19. 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 Hy4 preview?

Hy4 preview is cheaper on output tokens: $2.50/1M against $12.00/1M. Input tokens are $2.00/1M for Gemini 3.1 Pro Preview and $0.834/1M for Hy4 preview. Prices are the lowest listed API offer ModelCap observed, in USD per million tokens.

Which has the bigger context window, Gemini 3.1 Pro Preview or Hy4 preview?

Both publish a 1M-token context window.

Which is better for coding, Gemini 3.1 Pro Preview or Hy4 preview?

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 Hy4 preview open-weight models?

Gemini 3.1 Pro Preview: API only. Hy4 preview: 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 Hy4 preview?

ModelCap currently lists 2 API providers for Gemini 3.1 Pro Preview and 1 for Hy4 preview, 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 Hy4 preview comparison?

Every figure comes from the sealed ModelCap dataset published 3 September 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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