LLM Reference

GPT-4 Turbo Preview vs Together AI - Llama 3 8B Lite

GPT-4 Turbo Preview (2023) and Together AI - Llama 3 8B Lite (2025) are compact production models from OpenAI and AI at Meta. GPT-4 Turbo Preview ships a 128k-token context window, while Together AI - Llama 3 8B Lite ships a 8k-token context window. This comparison covers specs, pricing, API access, capabilities, benchmarks, input and output token costs, and production fit for coding and agent workloads.

Together AI - Llama 3 8B Lite is ~9900% cheaper at $0.10/1M; pay for GPT-4 Turbo Preview only for coding workflow support.

Decision scorecard

Local evidence first
SignalGPT-4 Turbo PreviewTogether AI - Llama 3 8B Lite
Best formultimodal apps and provider-routed productiontool-calling agents
Decision fitCoding, RAG, and AgentsAgents, Classification, and JSON / Tool use
Context window128k8k
Cheapest output$30/1M tokens$0.10/1M tokens
Provider routes3 tracked1 tracked
Shared benchmarks0 shared0 shared

Decision tradeoffs

Choose GPT-4 Turbo Preview when...
  • GPT-4 Turbo Preview has the larger context window for long prompts, retrieval packs, or transcript analysis.
  • GPT-4 Turbo Preview has broader tracked provider coverage for fallback and route flexibility.
  • GPT-4 Turbo Preview uniquely exposes Vision and Code execution in local model data.
  • Local decision data tags GPT-4 Turbo Preview for Coding, RAG, and Agents.
Choose Together AI - Llama 3 8B Lite when...
  • Together AI - Llama 3 8B Lite has the lower cheapest tracked output price at $0.10/1M tokens.
  • Together AI - Llama 3 8B Lite uniquely exposes JSON / Tool use in local model data.
  • Local decision data tags Together AI - Llama 3 8B Lite for Agents, 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 Together AI - Llama 3 8B Lite

GPT-4 Turbo Preview

$15,500

Cheapest tracked route/tier: OpenAI API

Together AI - Llama 3 8B Lite

$105

Cheapest tracked route/tier: Together AI

Estimated monthly gap: $15,395. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.

Switch friction

GPT-4 Turbo Preview -> Together AI - Llama 3 8B Lite
  • No overlapping tracked provider route is sourced for GPT-4 Turbo Preview and Together AI - Llama 3 8B Lite; plan for SDK, billing, or endpoint changes.
  • Together AI - Llama 3 8B Lite is $29.90/1M tokens lower on cheapest tracked output pricing before cache, batch, or negotiated discounts.
  • Check replacement coverage for Vision and Code execution before moving production traffic.
  • Together AI - Llama 3 8B Lite adds JSON / Tool use in local capability data.
Together AI - Llama 3 8B Lite -> GPT-4 Turbo Preview
  • No overlapping tracked provider route is sourced for Together AI - Llama 3 8B Lite and GPT-4 Turbo Preview; plan for SDK, billing, or endpoint changes.
  • GPT-4 Turbo Preview is $29.90/1M tokens higher on cheapest tracked output pricing, so quality gains need to justify the spend.
  • Check replacement coverage for JSON / Tool use before moving production traffic.
  • GPT-4 Turbo Preview adds Vision and Code execution in local capability data.

Specs

Specification
Released2023-11-062025-07-15
Context window128k8k
Parameters1.76T (8x222B MoE)*8B
ArchitectureMixture of ExpertsDecoder Only
LicenseProprietaryLlama 3 Community
OpennessProprietaryOpen weights
WeightsNot releasedUnknown
CodeUnknownUnknown
Commercial useCommercial use: conditionalCommercial use: conditional
Knowledge cutoff2023-122024-03

Pricing and availability

Pricing attributeGPT-4 Turbo PreviewTogether AI - Llama 3 8B Lite
Input price$10/1M tokens$0.10/1M tokens
Output price$30/1M tokens$0.10/1M tokens
Providers

Capabilities

CapabilityGPT-4 Turbo PreviewTogether AI - Llama 3 8B Lite
VisionYesNo
MultimodalNoNo
ReasoningNoNo
JSON / Tool useNoYes
Structured outputsYesYes
Code executionYesNo
IDE integrationNoNo
Computer useNoNo
Parallel agentsNoNo

Benchmarks

No shared benchmark scores are currently available for this pair.

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Last reviewed: 2026-07-09. Data sourced from public model cards and provider documentation.