Mixtral 8x22B Instruct vs Gemma 2 27B vs GPT-4o

GPT-4o is the better all-round choice, scoring 43/100 against Gemma 2 27B (35) and Mixtral 8x22B Instruct (34). It leads on capability, inputs & features and context window. Gemma 2 27B wins on price. The score weighs capability 50%, price 25%, inputs & features 15%, context window 10%.

Gemma 2 27B is cheaper at $0.65 input / $0.65 output per million tokens (median across 3 API providers). Mixtral 8x22B Instruct costs $2.00 input / $6.00 output per million tokens (median across 5 API providers); GPT-4o costs $2.50 input / $10.00 output per million tokens (official OpenAI API price). At a typical mix of three input tokens to one output token, that is $0.65 per million tokens for Gemma 2 27B versus $3.00 for Mixtral 8x22B Instruct (4.6× as much) and $4.38 for GPT-4o (6.7× as much).

GPT-4o scores higher on the Capabilities Index (ECI): GPT-4o 129.0 (#141 of 165), Gemma 2 27B 122.1 (#152 of 165) and Mixtral 8x22B Instruct 122.0 (#155 of 165). Their confidence ranges do not overlap (124.7–131.3 vs 115.8–124.1), so the gap is a real one. On individual benchmarks: GPQA Diamond — GPT-4o 48.9%, Gemma 2 27B 36.5%, Mixtral 8x22B Instruct 34.1%.

There are no published SWE-bench Verified results for Mixtral 8x22B Instruct, Gemma 2 27B and GPT-4o yet, so there is no like-for-like coding score. On overall capability, GPT-4o 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.

GPT-4o has the largest context window at 128,000 tokens, against 65,536 for Mixtral 8x22B Instruct and 8,192 for Gemma 2 27B. Maximum output per response: Mixtral 8x22B Instruct up to 52,428, Gemma 2 27B up to 2,048, GPT-4o up to 16,384 tokens.

Mixtral 8x22B Instruct accepts text and PDFs; Gemma 2 27B accepts text; GPT-4o accepts text, images and PDFs. GPT-4o handles the widest range of inputs.

Mixtral 8x22B Instruct and Gemma 2 27B publishes its weights and can be self-hosted; GPT-4o is proprietary.

Gemma 2 27B is the newest, released Jul 13, 2024. GPT-4o came out May 13, 2024; Mixtral 8x22B Instruct came out Apr 17, 2024. Knowledge cutoff: Mixtral 8x22B Instruct Jan 31, 2024, Gemma 2 27B Jun 30, 2024, GPT-4o Sep 2023.

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.