LLM Reference

Gemini 2.5 Pro Preview 05-06 vs Llama 3.1 70B Instruct

Gemini 2.5 Pro Preview 05-06 (2025) and Llama 3.1 70B Instruct (2024) are compact production models from Google DeepMind and AI at Meta. Gemini 2.5 Pro Preview 05-06 ships a 1m-token context window, while Llama 3.1 70B Instruct ships a 128k-token context window. On pricing, Llama 3.1 70B Instruct costs $0.40/1M input tokens versus $1.25/1M 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.

Llama 3.1 70B Instruct is ~213% cheaper at $0.40/1M; pay for Gemini 2.5 Pro Preview 05-06 only for long-context analysis.

Decision scorecard

Local evidence first
SignalGemini 2.5 Pro Preview 05-06Llama 3.1 70B Instruct
Best formultimodal apps and long-context analysisprovider-routed production
Decision fitRAG, Long context, and VisionCoding, RAG, and Long context
Context window1m128k
Cheapest output$10/1M tokens$0.40/1M tokens
Provider routes1 tracked13 tracked
Shared benchmarks0 shared0 shared

Decision tradeoffs

Choose Gemini 2.5 Pro Preview 05-06 when...
  • Gemini 2.5 Pro Preview 05-06 has the larger context window for long prompts, retrieval packs, or transcript analysis.
  • Gemini 2.5 Pro Preview 05-06 uniquely exposes Vision and Multimodal in local model data.
  • Local decision data tags Gemini 2.5 Pro Preview 05-06 for RAG, Long context, and Vision.
Choose Llama 3.1 70B Instruct when...
  • Llama 3.1 70B Instruct has the lower cheapest tracked output price at $0.40/1M tokens.
  • Llama 3.1 70B Instruct has broader tracked provider coverage for fallback and route flexibility.
  • Local decision data tags Llama 3.1 70B Instruct for Coding, RAG, and Long context.

Monthly cost at traffic

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

Lower estimate Llama 3.1 70B Instruct

Gemini 2.5 Pro Preview 05-06

$3,500

Cheapest tracked route/tier: OpenRouter

Llama 3.1 70B Instruct

$420

Cheapest tracked route/tier: Hyperbolic AI Inference

Estimated monthly gap: $3,080. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.

Switch friction

Gemini 2.5 Pro Preview 05-06 -> Llama 3.1 70B Instruct
  • Provider overlap exists on OpenRouter; start route-level A/B tests there.
  • Llama 3.1 70B Instruct is $9.60/1M tokens lower on cheapest tracked output pricing before cache, batch, or negotiated discounts.
  • Check replacement coverage for Vision and Multimodal before moving production traffic.
Llama 3.1 70B Instruct -> Gemini 2.5 Pro Preview 05-06
  • Provider overlap exists on OpenRouter; start route-level A/B tests there.
  • Gemini 2.5 Pro Preview 05-06 is $9.60/1M tokens higher on cheapest tracked output pricing, so quality gains need to justify the spend.
  • Gemini 2.5 Pro Preview 05-06 adds Vision and Multimodal in local capability data.

Specs

Specification
Released2025-05-062024-07-23
Context window1m128k
Parameters70B
ArchitectureDecoder OnlyDecoder Only
LicenseProprietaryLlama 3 Community
OpennessProprietaryOpen weights
WeightsNot releasedAvailable
CodeUnknownUnknown
Commercial useCommercial use: conditionalCommercial use: conditional
Knowledge cutoff2025-012023-12

Pricing and availability

Pricing attributeGemini 2.5 Pro Preview 05-06Llama 3.1 70B Instruct
Input price$1.25/1M tokens$0.40/1M tokens
Output price$10/1M tokens$0.40/1M tokens
Providers

Capabilities

CapabilityGemini 2.5 Pro Preview 05-06Llama 3.1 70B Instruct
VisionYesNo
MultimodalYesNo
ReasoningNoNo
JSON / Tool useNoNo
Structured outputsYesYes
Code executionNoNo
IDE integrationNoNo
Computer useNoNo
Parallel agentsNoNo

Benchmarks

No shared benchmark scores are currently available for this pair.

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Last reviewed: 2026-07-11. Data sourced from public model cards and provider documentation.