LLM Reference

GPT-4 Turbo Preview vs Together AI Qwen2-72B-Instruct

GPT-4 Turbo Preview (2023) and Together AI Qwen2-72B-Instruct (2024) are compact production models from OpenAI and Alibaba. GPT-4 Turbo Preview ships a 128k-token context window, while Together AI Qwen2-72B-Instruct ships a 33k-token context window. On pricing, Together AI Qwen2-72B-Instruct costs $0.70/1M input tokens versus $10/1M 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.

Together AI Qwen2-72B-Instruct is ~1329% cheaper at $0.70/1M; pay for GPT-4 Turbo Preview only for coding workflow support.

Decision scorecard

Local evidence first
SignalGPT-4 Turbo PreviewTogether AI Qwen2-72B-Instruct
Best formultimodal apps and provider-routed productiongeneral production evaluation
Decision fitCoding, RAG, and AgentsClassification and JSON / Tool use
Context window128k33k
Cheapest output$30/1M tokens$0.70/1M tokens
Provider routes3 tracked1 tracked
Shared benchmarks0 rows0 rows

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 procurement 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 Qwen2-72B-Instruct when...
  • Together AI Qwen2-72B-Instruct has the lower cheapest tracked output price at $0.70/1M tokens.
  • Local decision data tags Together AI Qwen2-72B-Instruct for 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 Qwen2-72B-Instruct

GPT-4 Turbo Preview

$15,500

Cheapest tracked route/tier: OpenAI API

Together AI Qwen2-72B-Instruct

$735

Cheapest tracked route/tier: Together AI

Estimated monthly gap: $14,765. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.

Switch friction

GPT-4 Turbo Preview -> Together AI Qwen2-72B-Instruct
  • No overlapping tracked provider route is sourced for GPT-4 Turbo Preview and Together AI Qwen2-72B-Instruct; plan for SDK, billing, or endpoint changes.
  • Together AI Qwen2-72B-Instruct is $29.30/1M 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 Qwen2-72B-Instruct -> GPT-4 Turbo Preview
  • No overlapping tracked provider route is sourced for Together AI Qwen2-72B-Instruct and GPT-4 Turbo Preview; plan for SDK, billing, or endpoint changes.
  • GPT-4 Turbo Preview is $29.30/1M tokens higher on cheapest tracked output pricing, so quality gains need to justify the spend.
  • GPT-4 Turbo Preview adds Vision and Code execution in local capability data.

Specs

Specification
Released2023-11-062024-06-07
Context window128k33k
Parameters1.76T (8x222B MoE)*72B
Architecturemixture of expertsdecoder only
LicenseProprietaryApache 2.0(OSI)
OpennessProprietaryOpen source
Commercial useCommercial use with conditionsCommercial use allowed
Knowledge cutoff2023-12-

Pricing and availability

Pricing attributeGPT-4 Turbo PreviewTogether AI Qwen2-72B-Instruct
Input price$10/1M tokens$0.70/1M tokens
Output price$30/1M tokens$0.70/1M tokens
Providers

Capabilities

CapabilityGPT-4 Turbo PreviewTogether AI Qwen2-72B-Instruct
VisionYesNo
MultimodalNoNo
ReasoningNoNo
Function callingNoNo
Tool useNoNo
Structured outputsYesYes
Code executionYesNo
IDE integrationNoNo
Computer useNoNo
Parallel agentsNoNo

Benchmarks

No shared benchmark rows are currently sourced for this pair.

Deep dive

The capability footprint differs most on vision: GPT-4 Turbo Preview and code execution: GPT-4 Turbo Preview. Both models share structured outputs, so the practical split is not just feature count. Use those differences to decide whether the page is about raw model quality, agentic coding support, multimodal ingestion, or predictable structured API behavior.

For cost, GPT-4 Turbo Preview lists $10/1M input and $30/1M output tokens on the cheapest tracked provider, while Together AI Qwen2-72B-Instruct lists $0.70/1M input and $0.70/1M output tokens on the cheapest tracked provider. A 70/30 input-output blend puts Together AI Qwen2-72B-Instruct lower by about $15.30 per million blended tokens. Availability is 3 providers versus 1, so concentration risk also matters.

Choose GPT-4 Turbo Preview when coding workflow support, larger context windows, and broader provider choice are central to the workload. Choose Together AI Qwen2-72B-Instruct when provider fit and lower input-token cost are more important. For production, rerun your own prompts through the exact provider, region, and tool stack you plan to ship. This keeps the decision grounded in measurable tradeoffs instead of brand-level assumptions. It also helps separate model capability from provider packaging, which can change cost and latency.

FAQ

Which has a larger context window, GPT-4 Turbo Preview or Together AI Qwen2-72B-Instruct?

GPT-4 Turbo Preview supports 128k tokens, while Together AI Qwen2-72B-Instruct supports 33k tokens. That gap matters most for long documents, large codebases, retrieval-heavy agents, and conversations where earlier context must remain visible.

Which is cheaper, GPT-4 Turbo Preview or Together AI Qwen2-72B-Instruct?

Together AI Qwen2-72B-Instruct is cheaper on tracked token pricing. GPT-4 Turbo Preview costs $10/1M input and $30/1M output tokens. Together AI Qwen2-72B-Instruct costs $0.70/1M input and $0.70/1M output tokens. Provider discounts or batch pricing can still change the final bill.

Is GPT-4 Turbo Preview or Together AI Qwen2-72B-Instruct open source?

GPT-4 Turbo Preview is listed under Proprietary. Together AI Qwen2-72B-Instruct is listed under Apache 2.0. License labels affect whether you can self-host, redistribute weights, or rely only on hosted APIs, so confirm the upstream license before deployment.

Which is better for vision, GPT-4 Turbo Preview or Together AI Qwen2-72B-Instruct?

GPT-4 Turbo Preview has the clearer documented vision signal in this comparison. If vision is mission-critical, validate it against the provider endpoint because model-level support and API-level exposure can differ.

Which is better for structured outputs, GPT-4 Turbo Preview or Together AI Qwen2-72B-Instruct?

Both GPT-4 Turbo Preview and Together AI Qwen2-72B-Instruct expose structured outputs. The better choice depends on benchmark fit, context budget, pricing, and whether your provider route exposes the same capability surface.

Where can I run GPT-4 Turbo Preview and Together AI Qwen2-72B-Instruct?

GPT-4 Turbo Preview is available on OpenAI API, Azure OpenAI, and OpenRouter. Together AI Qwen2-72B-Instruct is available on Together AI. Provider coverage can affect latency, region availability, compliance posture, and fallback options.

Continue comparing

Last reviewed: 2026-05-19. Data sourced from public model cards and provider documentation.