LLM Reference

Gemma 7B Instruct vs Mistral Large 2

Gemma 7B Instruct (2024) and Mistral Large 2 (2025) are compact production models from Google DeepMind and MistralAI. Gemma 7B Instruct ships a 8k-token context window, while Mistral Large 2 ships a 128k-token context window. On HumanEval, Mistral Large 2 leads by 14.7 pts. On pricing, Gemma 7B Instruct costs $0.05/1M input tokens versus $0.48/1M 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 ~860% cheaper at $0.05/1M; pay for Mistral Large 2 only for long-context analysis.

Decision scorecard

Local evidence first
SignalGemma 7B InstructMistral Large 2
Best forprovider-routed productionmultimodal apps, tool-calling agents, and provider-routed production
Decision fitCoding, Classification, and JSON / Tool useCoding, RAG, and Agents
Context window8k128k
Cheapest output$0.25/1M tokens$2.40/1M tokens
Provider routes8 tracked3 tracked
Shared benchmarks3 sharedHumanEval leader

Decision tradeoffs

Choose Gemma 7B Instruct when...
  • Gemma 7B Instruct has the lower cheapest tracked output price at $0.25/1M tokens.
  • Gemma 7B Instruct has broader tracked provider coverage for fallback and route flexibility.
  • Local decision data tags Gemma 7B Instruct for Coding, Classification, and JSON / Tool use.
Choose Mistral Large 2 when...
  • Mistral Large 2 holds a shared-benchmark lead on HumanEval, ahead by 14.7 points.
  • Mistral Large 2 has the larger context window for long prompts, retrieval packs, or transcript analysis.
  • Mistral Large 2 uniquely exposes Vision, Multimodal, and JSON / Tool use in local model data.
  • Local decision data tags Mistral Large 2 for Coding, RAG, and Agents.

Monthly cost at traffic

Estimate token spend from the cheapest tracked input and output route or tier on this page.

Lower estimate Gemma 7B Instruct

Gemma 7B Instruct

$103

Cheapest tracked route/tier: Replicate API

Mistral Large 2

$984

Cheapest tracked route/tier: AWS Bedrock

Estimated monthly gap: $882. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.

Switch friction

Gemma 7B Instruct -> Mistral Large 2
  • No overlapping tracked provider route is sourced for Gemma 7B Instruct and Mistral Large 2; plan for SDK, billing, or endpoint changes.
  • Mistral Large 2 is $2.15/1M tokens higher on cheapest tracked output pricing, so quality gains need to justify the spend.
  • Mistral Large 2 adds Vision, Multimodal, and JSON / Tool use in local capability data.
Mistral Large 2 -> Gemma 7B Instruct
  • No overlapping tracked provider route is sourced for Mistral Large 2 and Gemma 7B Instruct; plan for SDK, billing, or endpoint changes.
  • Gemma 7B Instruct is $2.15/1M tokens lower on cheapest tracked output pricing before cache, batch, or negotiated discounts.
  • Check replacement coverage for Vision, Multimodal, and JSON / Tool use before moving production traffic.

Specs

Specification
Released2024-02-212025-11-25
Context window8k128k
Parameters7B123B
ArchitectureDecoder OnlyDecoder Only
LicenseGemmaMistral License
OpennessOpen weightsOpen weights
WeightsUnknownUnknown
CodeUnknownUnknown
Commercial useCommercial use: conditionalCommercial use: non-commercial
Knowledge cutoff2023-042025-07

Pricing and availability

Pricing attributeGemma 7B InstructMistral Large 2
Input price$0.05/1M tokens$0.48/1M tokens
Output price$0.25/1M tokens$2.40/1M tokens
Providers

Capabilities

CapabilityGemma 7B InstructMistral Large 2
VisionNoYes
MultimodalNoYes
ReasoningNoNo
JSON / Tool useNoYes
Structured outputsYesYes
Code executionNoNo
IDE integrationNoNo
Computer useNoNo
Parallel agentsNoNo

Benchmarks

BenchmarkGemma 7B InstructMistral Large 2
HumanEval70.184.8
Massive Multitask Language Understanding75.384.0
HellaSwag89.293.8

Continue comparing

Last reviewed: 2026-06-16. Data sourced from public model cards and provider documentation.