ZMIME
Comparison · 2 models · Updated Nov 2, 2026

GPT-4o mini vs Gemma 2 27B

GPT-4o mini comes out ahead, 55 to 35 on our weighted score, and it is the cheaper option too.

  1. Our pick

    OpenAI

    GPT-4o mini

    Released Jul 18, 2024

    55/100
    • ECI126.5
    • Price$0.15 / $0.60
    • Context128K
  2. Google

    Gemma 2 27B

    Released Jul 13, 2024

    35/100
    • ECI122.1
    • Price$0.65 / $0.65
    • Context8K
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01 — Verdict

GPT-4o mini is our pick

GPT-4o mini is the better all-round choice, scoring 55/100 against Gemma 2 27B (35). It leads on capability, price, inputs & features and context window. The score weighs capability 50%, price 25%, inputs & features 15%, context window 10%.

  • CapabilityGPT-4o miniCapabilities Index (ECI): GPT-4o mini 126.5 · Gemma 2 27B 122.1
  • Lowest priceGPT-4o miniGPT-4o mini $0.263 · Gemma 2 27B $0.65 per 1M tokens (3:1 blend)
  • Longest contextGPT-4o miniGPT-4o mini 128,000 · Gemma 2 27B 8,192 tokens
  • Widest inputsGPT-4o miniGPT-4o mini: Text, Images, PDFs · Gemma 2 27B: Text
  • Self-hostingGemma 2 27BPublishes downloadable weights
How the score is built
MeasureWeightGPT-4o miniGemma 2 27B
CapabilityCapabilities Index (ECI)50%4742
Price25%7456
Inputs & features15%700
Context window10%240
Overall100%55/10035/100
02 — Side by side

Every spec in one table

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

GPT-4o mini vs Gemma 2 27B specifications side by side
SpecificationGPT-4o miniOpenAIGemma 2 27BGoogle
Capability
Capabilities Index (ECI)126.5 (best)122.1
ECI rank#148 of 165 (best)#152 of 165
GPQA DiamondGraduate-level science questions37.7% (best)36.5%
FrontierMath Tiers 1–3Research-level mathematics0.7%—
OTIS Mock AIME 2024–2025Competition mathematics6.9% (best)1.4%
SimpleQA VerifiedShort factual questions8.3%—
Price per million tokens
Input$0.15 (best)$0.65
Output$0.60 (best)$0.65
Cached input$0.075—
Blended (3:1)$0.263 (best)$0.65
Long-context rateSame rateSame rate
Price sourceOfficial OpenAI APIMedian of 3 providers
Limits
Context window128,000 tokens (best)8,192 tokens
Max output16,384 tokens (best)2,048 tokens
Inputs and features
TextYesYes
ImagesYesNo
PDFsYesNo
AudioNoNo
VideoNoNo
ReasoningNoNo
Tool callingYesNo
Structured outputYesNo
Availability
WeightsProprietaryOpen
API model IDgpt-4o-mini—
API providers26 (best)3
ReleasedJul 18, 2024Jul 13, 2024
Knowledge cutoffSep 2023Jun 30, 2024
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.

  • GPT-4o mini$2.70
  • Gemma 2 27B$7.80
04 — Questions

Which should you choose?

Which is better: GPT-4o mini or Gemma 2 27B?

GPT-4o mini is the better all-round choice, scoring 55/100 against Gemma 2 27B (35). It leads on capability, price, inputs & features and context window. The score weighs capability 50%, price 25%, inputs & features 15%, context window 10%.

Which is cheaper, GPT-4o mini or Gemma 2 27B?

GPT-4o mini is cheaper at $0.15 input / $0.60 output per million tokens (official OpenAI API price). Gemma 2 27B costs $0.65 input / $0.65 output per million tokens (median across 3 API providers). At a typical mix of three input tokens to one output token, that is $0.263 per million tokens for GPT-4o mini versus $0.65 for Gemma 2 27B (2.5× as much).

Which scores higher on benchmarks?

GPT-4o mini scores higher on the Capabilities Index (ECI): GPT-4o mini 126.5 (#148 of 165) and Gemma 2 27B 122.1 (#152 of 165). The confidence ranges of the top two overlap (120.5–128.6 vs 115.8–124.1), so treat the gap as small. On individual benchmarks: GPQA Diamond — GPT-4o mini 37.7%, Gemma 2 27B 36.5%; OTIS Mock AIME 2024–2025 — GPT-4o mini 6.9%, Gemma 2 27B 1.4%.

Which is better for coding?

There are no published SWE-bench Verified results for GPT-4o mini and Gemma 2 27B yet, so there is no like-for-like coding score. On overall capability, GPT-4o mini leads, which tends to carry over to coding, but test on your own codebase. Note that Gemma 2 27B does not support tool calling, which most coding agents need.

Which has the bigger context window?

GPT-4o mini has the largest context window at 128,000 tokens, against 8,192 for Gemma 2 27B. Maximum output per response: GPT-4o mini up to 16,384, Gemma 2 27B up to 2,048 tokens.

Which can read images, PDFs, audio or video?

GPT-4o mini accepts text, images and PDFs; Gemma 2 27B accepts text. GPT-4o mini handles the widest range of inputs.

Are any of these open source?

Gemma 2 27B publishes its weights and can be self-hosted; GPT-4o mini is proprietary.

Which is newer?

GPT-4o mini is the newest, released Jul 18, 2024. Gemma 2 27B came out Jul 13, 2024. Knowledge cutoff: GPT-4o mini Sep 2023, Gemma 2 27B Jun 30, 2024.

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.