LLM Reference

Llama 2 7B vs Mistral Large 3 675B Instruct

Llama 2 7B (2023) and Mistral Large 3 675B Instruct (2025) are compact production models from AI at Meta and MistralAI. Llama 2 7B ships a 4k-token context window, while Mistral Large 3 675B Instruct ships a 128k-token context window. On Google-Proof Q&A, Mistral Large 3 675B Instruct leads by 8 pts. This comparison covers specs, pricing, API access, capabilities, benchmarks, input and output token costs, and production fit for coding and agent workloads.

Llama 2 7B is ~150% cheaper at $0.20/1M; pay for Mistral Large 3 675B Instruct only for long-context analysis.

Decision scorecard

Local evidence first
SignalLlama 2 7BMistral Large 3 675B Instruct
Best forgeneral production evaluationmultimodal apps and provider-routed production
Decision fitCoding and ClassificationCoding, RAG, and Agents
Context window4k128k
Cheapest output$0.20/1M tokens$1.50/1M tokens
Provider routes1 tracked6 tracked
Shared benchmarks2 sharedGoogle-Proof Q&A leader

Decision tradeoffs

Choose Llama 2 7B when...
  • Llama 2 7B has the lower cheapest tracked output price at $0.20/1M tokens.
  • Local decision data tags Llama 2 7B for Coding and Classification.
Choose Mistral Large 3 675B Instruct when...
  • Mistral Large 3 675B Instruct holds a shared-benchmark lead on Google-Proof Q&A, ahead by 8 points.
  • Mistral Large 3 675B Instruct has the larger context window for long prompts, retrieval packs, or transcript analysis.
  • Mistral Large 3 675B Instruct has broader tracked provider coverage for fallback and route flexibility.
  • Mistral Large 3 675B Instruct uniquely exposes Vision, Multimodal, and Structured outputs in local model data.
  • Local decision data tags Mistral Large 3 675B Instruct 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 Llama 2 7B

Llama 2 7B

$210

Cheapest tracked route/tier: Fireworks AI

Mistral Large 3 675B Instruct

$775

Cheapest tracked route/tier: OpenRouter

Estimated monthly gap: $565. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.

Switch friction

Llama 2 7B -> Mistral Large 3 675B Instruct
  • No overlapping tracked provider route is sourced for Llama 2 7B and Mistral Large 3 675B Instruct; plan for SDK, billing, or endpoint changes.
  • Mistral Large 3 675B Instruct is $1.30/1M tokens higher on cheapest tracked output pricing, so quality gains need to justify the spend.
  • Mistral Large 3 675B Instruct adds Vision, Multimodal, and Structured outputs in local capability data.
Mistral Large 3 675B Instruct -> Llama 2 7B
  • No overlapping tracked provider route is sourced for Mistral Large 3 675B Instruct and Llama 2 7B; plan for SDK, billing, or endpoint changes.
  • Llama 2 7B is $1.30/1M tokens lower on cheapest tracked output pricing before cache, batch, or negotiated discounts.
  • Check replacement coverage for Vision, Multimodal, and Structured outputs before moving production traffic.

Specs

Specification
Released2023-07-182025-12-01
Context window4k128k
Parameters7B675B
ArchitectureDecoder OnlyDecoder Only
LicenseLlama 2 CommunityApache 2.0OSI-approved
OpennessOpen weightsOpen source
WeightsAvailableUnknown
CodeUnknownUnknown
Commercial useCommercial use: conditionalCommercial use: permitted
Knowledge cutoff2022-092024-11

Pricing and availability

Pricing attributeLlama 2 7BMistral Large 3 675B Instruct
Input price$0.20/1M tokens$0.50/1M tokens
Output price$0.20/1M tokens$1.50/1M tokens
Providers

Capabilities

CapabilityLlama 2 7BMistral Large 3 675B Instruct
VisionNoYes
MultimodalNoYes
ReasoningNoNo
JSON / Tool useNoNo
Structured outputsNoYes
Code executionNoNo
IDE integrationNoNo
Computer useNoNo
Parallel agentsNoNo

Benchmarks

BenchmarkLlama 2 7BMistral Large 3 675B Instruct
Google-Proof Q&A35.943.9
HumanEval45.192.0

Continue comparing

Last reviewed: 2026-09-18. Data sourced from public model cards and provider documentation.