LLM Reference

Llama 2 13B Chat vs Llama 3 8B Instruct

Llama 2 13B Chat (2023) and Llama 3 8B Instruct (2024) are compact production models from AI at Meta. Llama 2 13B Chat ships a 4k-token context window, while Llama 3 8B Instruct ships a 8k-token context window. On Google-Proof Q&A, Llama 3 8B Instruct leads by 3 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 ~400% cheaper at $0.02/1M; pay for Llama 2 13B Chat only for provider fit.

Decision scorecard

Local evidence first
SignalLlama 2 13B ChatLlama 3 8B Instruct
Best forprovider-routed productionprovider-routed production
Decision fitCoding, Classification, and JSON / Tool useCoding, Classification, and JSON / Tool use
Context window4k8k
Cheapest output$0.50/1M tokens$0.05/1M tokens
Provider routes11 tracked17 tracked
Shared benchmarks4 sharedGoogle-Proof Q&A leader

Decision tradeoffs

Choose Llama 2 13B Chat when...
  • Local decision data tags Llama 2 13B Chat for Coding, Classification, and JSON / Tool use.
Choose Llama 3 8B Instruct when...
  • Llama 3 8B Instruct holds a shared-benchmark lead on Google-Proof Q&A, ahead by 3 points.
  • Llama 3 8B Instruct has the larger context window for long prompts, retrieval packs, or transcript analysis.
  • 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

Llama 2 13B Chat

$205

Cheapest tracked route/tier: Replicate API

Llama 3 8B Instruct

$28.50

Cheapest tracked route/tier: DeepInfra

Estimated monthly gap: $177. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.

Switch friction

Llama 2 13B Chat -> Llama 3 8B Instruct
  • Provider overlap exists on AWS Bedrock, DeepInfra, and Fireworks AI; start route-level A/B tests there.
  • Llama 3 8B Instruct is $0.45/1M tokens lower on cheapest tracked output pricing before cache, batch, or negotiated discounts.
Llama 3 8B Instruct -> Llama 2 13B Chat
  • Provider overlap exists on Alibaba Cloud PAI-EAS, AWS Bedrock, and Microsoft Foundry; start route-level A/B tests there.
  • Llama 2 13B Chat is $0.45/1M tokens higher on cheapest tracked output pricing, so quality gains need to justify the spend.

Specs

Specification
Released2023-07-182024-04-18
Context window4k8k
Parameters13B8B
ArchitectureDecoder OnlyDecoder Only
LicenseLlama 2 CommunityLlama 3 Community
OpennessOpen weightsOpen weights
WeightsAvailableAvailable
CodeUnknownUnknown
Commercial useCommercial use: conditionalCommercial use: conditional
Knowledge cutoff2022-092023-03

Pricing and availability

Pricing attributeLlama 2 13B ChatLlama 3 8B Instruct
Input price$0.10/1M tokens$0.02/1M tokens
Output price$0.50/1M tokens$0.05/1M tokens
Providers

Capabilities

CapabilityLlama 2 13B ChatLlama 3 8B Instruct
VisionNoNo
MultimodalNoNo
ReasoningNoNo
JSON / Tool useNoNo
Structured outputsYesYes
Code executionNoNo
IDE integrationNoNo
Computer useNoNo
Parallel agentsNoNo

Benchmarks

BenchmarkLlama 2 13B ChatLlama 3 8B Instruct
Google-Proof Q&A41.844.8
HumanEval59.368.2
Massive Multitask Language Understanding71.276.9
HellaSwag88.591.1

Continue comparing

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