LLM Reference

Llama 3 70B Instruct vs Phi-3 Mini 4k

Llama 3 70B Instruct (2024) and Phi-3 Mini 4k (2024) are compact production models from AI at Meta and Microsoft Research. Llama 3 70B Instruct ships a 8k-token context window, while Phi-3 Mini 4k ships a 4k-token context window. On MMLU PRO, Llama 3 70B Instruct leads by 11.7 pts. This comparison covers specs, pricing, API access, capabilities, benchmarks, input and output token costs, and production fit for coding and agent workloads.

Phi-3 Mini 4k is ~700% cheaper at $0.05/1M; pay for Llama 3 70B Instruct only for long-context analysis.

Decision scorecard

Local evidence first
SignalLlama 3 70B InstructPhi-3 Mini 4k
Best forprovider-routed productionprovider-routed production
Decision fitCoding, Classification, and JSON / Tool useCoding and Classification
Context window8k4k
Cheapest output$0.40/1M tokens$0.25/1M tokens
Provider routes18 tracked4 tracked
Shared benchmarksMMLU PRO leader4 shared

Decision tradeoffs

Choose Llama 3 70B Instruct when...
  • Llama 3 70B Instruct holds a shared-benchmark lead on MMLU PRO, ahead by 11.7 points.
  • Llama 3 70B Instruct has the larger context window for long prompts, retrieval packs, or transcript analysis.
  • Llama 3 70B Instruct has broader tracked provider coverage for fallback and route flexibility.
  • Llama 3 70B Instruct uniquely exposes Structured outputs in local model data.
  • Local decision data tags Llama 3 70B Instruct for Coding, Classification, and JSON / Tool use.
Choose Phi-3 Mini 4k when...
  • Phi-3 Mini 4k has the lower cheapest tracked output price at $0.25/1M tokens.
  • Local decision data tags Phi-3 Mini 4k for Coding and Classification.

Monthly cost at traffic

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

Lower estimate Phi-3 Mini 4k

Llama 3 70B Instruct

$420

Cheapest tracked route/tier: Hyperbolic AI Inference

Phi-3 Mini 4k

$103

Cheapest tracked route/tier: Replicate API

Estimated monthly gap: $318. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.

Switch friction

Llama 3 70B Instruct -> Phi-3 Mini 4k
  • Provider overlap exists on Microsoft Foundry, NVIDIA NIM, and Baseten API; start route-level A/B tests there.
  • Phi-3 Mini 4k is $0.15/1M tokens lower on cheapest tracked output pricing before cache, batch, or negotiated discounts.
  • Check replacement coverage for Structured outputs before moving production traffic.
Phi-3 Mini 4k -> Llama 3 70B Instruct
  • Provider overlap exists on Microsoft Foundry, NVIDIA NIM, and Baseten API; start route-level A/B tests there.
  • Llama 3 70B Instruct is $0.15/1M tokens higher on cheapest tracked output pricing, so quality gains need to justify the spend.
  • Llama 3 70B Instruct adds Structured outputs in local capability data.

Specs

Specification
Released2024-04-182024-04-23
Context window8k4k
Parameters70B3.8B
ArchitectureDecoder OnlyDecoder Only
LicenseLlama 3 CommunityMITOSI-approved
OpennessOpen weightsOpen source
WeightsAvailableUnknown
CodeUnknownUnknown
Commercial useCommercial use: conditionalCommercial use: permitted
Knowledge cutoff2023-122023-10

Pricing and availability

Pricing attributeLlama 3 70B InstructPhi-3 Mini 4k
Input price$0.40/1M tokens$0.05/1M tokens
Output price$0.40/1M tokens$0.25/1M tokens
Providers

Capabilities

CapabilityLlama 3 70B InstructPhi-3 Mini 4k
VisionNoNo
MultimodalNoNo
ReasoningNoNo
JSON / Tool useNoNo
Structured outputsYesNo
Code executionNoNo
IDE integrationNoNo
Computer useNoNo
Parallel agentsNoNo

Benchmarks

BenchmarkLlama 3 70B InstructPhi-3 Mini 4k
MMLU PRO57.445.7
HumanEval72.659.8
Instruction-Following Evaluation77.845.0
Massive Multitask Language Understanding82.068.2

Continue comparing

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