Gemma 7B Instruct vs Mixtral 8x7B
Gemma 7B Instruct (2024) and Mixtral 8x7B (2023) are compact production models from Google DeepMind and MistralAI. Gemma 7B Instruct ships a 8k-token context window, while Mixtral 8x7B ships a 32k-token context window. On Google-Proof Q&A, Mixtral 8x7B leads by 4 pts. On pricing, Gemma 7B Instruct costs $0.05/1M input tokens versus $0.15/1M for the alternative. This comparison covers specs, pricing, API access, capabilities, benchmarks, input and output token costs, and production fit for coding and agent workloads.
Gemma 7B Instruct is ~200% cheaper at $0.05/1M; pay for Mixtral 8x7B only for long-context analysis.
Decision scorecard
Local evidence first| Signal | Gemma 7B Instruct | Mixtral 8x7B |
|---|---|---|
| Best for | provider-routed production | provider-routed production |
| Decision fit | Coding, Classification, and JSON / Tool use | Coding and Classification |
| Context window | 8k | 32k |
| Cheapest output | $0.25/1M tokens | $0.45/1M tokens |
| Provider routes | 8 tracked | 18 tracked |
| Shared benchmarks | 4 shared | Google-Proof Q&A leader |
Decision tradeoffs
- Gemma 7B Instruct has the lower cheapest tracked output price at $0.25/1M tokens.
- Gemma 7B Instruct uniquely exposes Structured outputs in local model data.
- Local decision data tags Gemma 7B Instruct for Coding, Classification, and JSON / Tool use.
- Mixtral 8x7B holds a shared-benchmark lead on Google-Proof Q&A, ahead by 4 points.
- Mixtral 8x7B has the larger context window for long prompts, retrieval packs, or transcript analysis.
- Mixtral 8x7B has broader tracked provider coverage for fallback and route flexibility.
- Local decision data tags Mixtral 8x7B for Coding and Classification.
Monthly cost at traffic
Estimate token spend from the cheapest tracked input and output route or tier on this page.
Gemma 7B Instruct
$103
Cheapest tracked route/tier: Replicate API
Mixtral 8x7B
$233
Cheapest tracked route/tier: Mistral AI Studio
Estimated monthly gap: $130. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.
Switch friction
- Provider overlap exists on NVIDIA NIM, GCP Vertex AI, and Fireworks AI; start route-level A/B tests there.
- Mixtral 8x7B is $0.20/1M tokens higher on cheapest tracked output pricing, so quality gains need to justify the spend.
- Check replacement coverage for Structured outputs before moving production traffic.
- Provider overlap exists on NVIDIA NIM, Fireworks AI, and GCP Vertex AI; start route-level A/B tests there.
- Gemma 7B Instruct is $0.20/1M tokens lower on cheapest tracked output pricing before cache, batch, or negotiated discounts.
- Gemma 7B Instruct adds Structured outputs in local capability data.
Specs
| Specification | ||
|---|---|---|
| Released | 2024-02-21 | 2023-12-11 |
| Context window | 8k | 32k |
| Parameters | 7B | 8x7B |
| Architecture | Decoder Only | Mixture of Experts |
| License | Gemma | Apache 2.0OSI-approved |
| Openness | Open weights | Open source |
| Weights | Unknown | Unknown |
| Code | Unknown | Unknown |
| Commercial use | Commercial use: conditional | Commercial use: permitted |
| Knowledge cutoff | 2023-04 | 2023-12 |
Pricing and availability
| Pricing attribute | Gemma 7B Instruct | Mixtral 8x7B |
|---|---|---|
| Input price | $0.05/1M tokens | $0.15/1M tokens |
| Output price | $0.25/1M tokens | $0.45/1M tokens |
| Providers |
Capabilities
| Capability | Gemma 7B Instruct | Mixtral 8x7B |
|---|---|---|
| Vision | No | No |
| Multimodal | No | No |
| Reasoning | No | No |
| JSON / Tool use | No | No |
| Structured outputs | Yes | No |
| Code execution | No | No |
| IDE integration | No | No |
| Computer use | No | No |
| Parallel agents | No | No |
Benchmarks
| Benchmark | Gemma 7B Instruct | Mixtral 8x7B |
|---|---|---|
| Google-Proof Q&A | 50.8 | 54.8 |
| HumanEval | 70.1 | 80.5 |
| Massive Multitask Language Understanding | 75.3 | 80.2 |
| HellaSwag | 89.2 | 90.9 |
Continue comparing
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Last reviewed: 2026-07-11. Data sourced from public model cards and provider documentation.