LLM Reference

Claude Opus 4.7 vs Llama 3 8B Instruct

Claude Opus 4.7 (2026) and Llama 3 8B Instruct (2024) are frontier reasoning models from Anthropic and AI at Meta. Claude Opus 4.7 ships a 1m-token context window, while Llama 3 8B Instruct ships a 8k-token context window. On Google-Proof Q&A, Claude Opus 4.7 leads by 49.4 pts. This comparison covers specs, pricing, API access, capabilities, benchmarks, input and output token costs, and production fit for coding and agent workloads.

Llama 3 8B Instruct is ~24900% cheaper at $0.02/1M; pay for Claude Opus 4.7 only for coding workflow support.

Decision scorecard

Local evidence first
SignalClaude Opus 4.7Llama 3 8B Instruct
Best forreasoning-heavy apps, multimodal apps, and tool-calling agentsprovider-routed production
Decision fitCoding, RAG, and AgentsCoding, Classification, and JSON / Tool use
Context window1m8k
Cheapest output$25/1M tokens$0.05/1M tokens
Provider routes6 tracked17 tracked
Shared benchmarksGoogle-Proof Q&A leader1 shared

Decision tradeoffs

Choose Claude Opus 4.7 when...
  • Claude Opus 4.7 holds a shared-benchmark lead on Google-Proof Q&A, ahead by 49.4 points.
  • Claude Opus 4.7 has the larger context window for long prompts, retrieval packs, or transcript analysis.
  • Claude Opus 4.7 uniquely exposes Vision, Multimodal, and Reasoning in local model data.
  • Local decision data tags Claude Opus 4.7 for Coding, RAG, and Agents.
Choose Llama 3 8B Instruct when...
  • Llama 3 8B Instruct has the lower cheapest tracked output price at $0.05/1M tokens.
  • Llama 3 8B Instruct has broader tracked provider coverage for fallback and route flexibility.
  • Local decision data tags Llama 3 8B Instruct for Coding, Classification, and JSON / Tool use.

Monthly cost at traffic

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

Lower estimate Llama 3 8B Instruct

Claude Opus 4.7

$10,250

Cheapest tracked route/tier: Anthropic

Llama 3 8B Instruct

$28.50

Cheapest tracked route/tier: DeepInfra

Estimated monthly gap: $10,222. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.

Switch friction

Claude Opus 4.7 -> Llama 3 8B Instruct
  • Provider overlap exists on AWS Bedrock, GCP Vertex AI, and Microsoft Foundry; start route-level A/B tests there.
  • Llama 3 8B Instruct is $24.95/1M tokens lower on cheapest tracked output pricing before cache, batch, or negotiated discounts.
  • Check replacement coverage for Vision, Multimodal, and Reasoning before moving production traffic.
Llama 3 8B Instruct -> Claude Opus 4.7
  • Provider overlap exists on AWS Bedrock, GCP Vertex AI, and Microsoft Foundry; start route-level A/B tests there.
  • Claude Opus 4.7 is $24.95/1M tokens higher on cheapest tracked output pricing, so quality gains need to justify the spend.
  • Claude Opus 4.7 adds Vision, Multimodal, and Reasoning in local capability data.

Specs

Specification
Released2026-04-162024-04-18
Context window1m8k
Parameters8B
ArchitectureDecoder OnlyDecoder Only
LicenseProprietaryLlama 3 Community
OpennessProprietaryOpen weights
WeightsNot releasedAvailable
CodeUnknownUnknown
Commercial useCommercial use: conditionalCommercial use: conditional
Knowledge cutoff2026-012023-03

Pricing and availability

Pricing attributeClaude Opus 4.7Llama 3 8B Instruct
Input price$5/1M tokens$0.02/1M tokens
Output price$25/1M tokens$0.05/1M tokens
Providers

Capabilities

CapabilityClaude Opus 4.7Llama 3 8B Instruct
VisionYesNo
MultimodalYesNo
ReasoningYesNo
JSON / Tool useYesNo
Structured outputsYesYes
Code executionYesNo
IDE integrationNoNo
Computer useNoNo
Parallel agentsNoNo

Benchmarks

BenchmarkClaude Opus 4.7Llama 3 8B Instruct
Google-Proof Q&A94.244.8

Continue comparing

Last reviewed: 2026-07-26. Data sourced from public model cards and provider documentation.