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Comparison · 3 models · Updated Nov 2, 2026

Gemma 4 12B IT vs Ornith 1.5 35B A3B vs Hy-MT2-30B-A3B

Gemma 4 12B IT comes out ahead, 70 to 66 and 44 on our weighted score, and it is the cheaper option too.

  1. Our pick

    Google

    Gemma 4 12B IT

    Released Jun 9, 2026

    70/100
    • ECI—
    • Price$0.075 / $0.275
    • Context262K
  2. DeepReinforce

    Ornith 1.5 35B A3B

    Released Aug 18, 2026

    66/100
    • ECI—
    • Price$0.10 / $0.40
    • Context262K
  3. Tencent

    Hy-MT2-30B-A3B

    Released May 21, 2026

    44/100
    • ECI—
    • Price$0.074 / $0.295
    • Context8K
01 — Verdict

Gemma 4 12B IT is our pick

Gemma 4 12B IT is the better all-round choice, scoring 70/100 against Ornith 1.5 35B A3B (66) and Hy-MT2-30B-A3B (44). The score weighs price 50%, inputs & features 30%, context window 20%. None of the shared benchmarks cover every model here yet, so capability is left out of this verdict.

  • CapabilityNot enough dataNo independent benchmark covers every model here yet
  • Lowest priceGemma 4 12B ITGemma 4 12B IT $0.125 · Hy-MT2-30B-A3B $0.129 · Ornith 1.5 35B A3B $0.175 per 1M tokens (3:1 blend)
  • Longest contextGemma 4 12B IT and Ornith 1.5 35B A3BGemma 4 12B IT 262,144 · Ornith 1.5 35B A3B 262,144 · Hy-MT2-30B-A3B 8,192 tokens
  • Widest inputsGemma 4 12B IT and Ornith 1.5 35B A3BGemma 4 12B IT: Text, Images · Ornith 1.5 35B A3B: Text, Images · Hy-MT2-30B-A3B: Text
  • Self-hostingAll open weightsEvery model here can be downloaded and run on your own hardware
How the score is built
MeasureWeightGemma 4 12B ITOrnith 1.5 35B A3BHy-MT2-30B-A3B
Price50%898288
Inputs & features30%60600
Context window20%37370
Overall100%70/10066/10044/100

Left out because at least one model lacks the data: capability. The remaining weights were rescaled.

02 — Side by side

Every spec in one table

Highlighted cells lead their row. Dashes mean the data is not published.

Gemma 4 12B IT vs Ornith 1.5 35B A3B vs Hy-MT2-30B-A3B specifications side by side
SpecificationGemma 4 12B ITGoogleOrnith 1.5 35B A3BDeepReinforceHy-MT2-30B-A3BTencent
Capability
Capabilities Index (ECI)———
ECI rank———
Price per million tokens
Input$0.075$0.10$0.074 (best)
Output$0.275 (best)$0.40$0.295
Cached input———
Blended (3:1)$0.125 (best)$0.175$0.129
Long-context rateSame rateSame rateSame rate
Price sourceMedian of 2 providersMedian of 1 providersMedian of 3 providers
Limits
Context window262,144 tokens (best)262,144 tokens (best)8,192 tokens
Max output32,768 tokens (best)—4,096 tokens
Inputs and features
TextYesYesYes
ImagesYesYesNo
PDFsNoNoNo
AudioNoNoNo
VideoNoNoNo
ReasoningYesYesNo
Tool callingYesYesNo
Structured outputNoNoNo
Availability
WeightsOpenOpenMITOpen
API model ID———
API providers213 (best)
ReleasedJun 9, 2026Aug 18, 2026May 21, 2026
Knowledge cutoff———
03 — Cost

What would a month cost?

Enter your expected volume in millions of tokens. List prices only; caching and batch discounts would lower these.

  • Gemma 4 12B IT$1.30
  • Ornith 1.5 35B A3B$1.80
  • Hy-MT2-30B-A3B$1.33
04 — Questions

Which should you choose?

Which is better: Gemma 4 12B IT, Ornith 1.5 35B A3B or Hy-MT2-30B-A3B?

Gemma 4 12B IT is the better all-round choice, scoring 70/100 against Ornith 1.5 35B A3B (66) and Hy-MT2-30B-A3B (44). The score weighs price 50%, inputs & features 30%, context window 20%. None of the shared benchmarks cover every model here yet, so capability is left out of this verdict.

Which is cheaper, Gemma 4 12B IT, Ornith 1.5 35B A3B or Hy-MT2-30B-A3B?

Gemma 4 12B IT is cheaper at $0.075 input / $0.275 output per million tokens (median across 2 API providers). Hy-MT2-30B-A3B costs $0.074 input / $0.295 output per million tokens (median across 3 API providers); Ornith 1.5 35B A3B costs $0.10 input / $0.40 output per million tokens (median across 1 API provider). At a typical mix of three input tokens to one output token, that is $0.125 per million tokens for Gemma 4 12B IT versus $0.129 for Hy-MT2-30B-A3B (1× as much) and $0.175 for Ornith 1.5 35B A3B (1.4× as much).

Which scores higher on benchmarks?

There is no independent benchmark that covers all three models yet. Gemma 4 12B IT has not been scored yet, Ornith 1.5 35B A3B has not been scored yet and Hy-MT2-30B-A3B has not been scored yet.

Which is better for coding?

There are no published SWE-bench Verified results for Gemma 4 12B IT, Ornith 1.5 35B A3B and Hy-MT2-30B-A3B yet, so there is no like-for-like coding score. Test both on a sample of your own tasks. Note that Hy-MT2-30B-A3B does not support tool calling, which most coding agents need.

Which has the bigger context window?

Gemma 4 12B IT and Ornith 1.5 35B A3B have the largest context windows (262,144 and 262,144 tokens), against 8,192 for Hy-MT2-30B-A3B. Maximum output per response: Gemma 4 12B IT up to 32,768, Hy-MT2-30B-A3B up to 4,096 tokens.

Which can read images, PDFs, audio or video?

Gemma 4 12B IT accepts text and images; Ornith 1.5 35B A3B accepts text and images; Hy-MT2-30B-A3B accepts text. Gemma 4 12B IT handles the widest range of inputs.

Are any of these open source?

Yes, all three publish their weights (MIT), so you can self-host them.

Which is newer?

Ornith 1.5 35B A3B is the newest, released Aug 18, 2026. Gemma 4 12B IT came out Jun 9, 2026; Hy-MT2-30B-A3B came out May 21, 2026.

How do you decide the winner?

Each model gets a 0–100 score on capability (50%, independent benchmark results); price (25%, blended price per million tokens (3 input : 1 output), log scale); inputs & features (15%, image, PDF, audio and video input, tool calling, structured output and reasoning); context window (10%, maximum tokens per request, log scale). Dimensions missing for any model are dropped and the remaining weights rescaled, so every model is judged on the same evidence. Specs and prices come from public model listings and the labs’ own API pages; capability scores come from independent benchmark runs. Data updated Nov 2, 2026.