LLM Reference

GPT-4o Mini (07-18) vs Together AI Qwen2-72B-Instruct

GPT-4o Mini (07-18) (2024) and Together AI Qwen2-72B-Instruct (2024) are compact production models from OpenAI and Alibaba. GPT-4o Mini (07-18) ships a 128k-token context window, while Together AI Qwen2-72B-Instruct ships a 33k-token context window. On pricing, GPT-4o Mini (07-18) costs $0.15/1M input tokens versus $0.70/1M 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.

GPT-4o Mini (07-18) is ~367% cheaper at $0.15/1M; pay for Together AI Qwen2-72B-Instruct only for provider fit.

Decision scorecard

Local evidence first
SignalGPT-4o Mini (07-18)Together 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$0.60/1M tokens$0.70/1M tokens
Provider routes3 tracked1 tracked
Shared benchmarks0 shared0 shared

Decision tradeoffs

Choose GPT-4o Mini (07-18) when...
  • GPT-4o Mini (07-18) has the larger context window for long prompts, retrieval packs, or transcript analysis.
  • GPT-4o Mini (07-18) has the lower cheapest tracked output price at $0.60/1M tokens.
  • GPT-4o Mini (07-18) has broader tracked provider coverage for fallback and procurement flexibility.
  • GPT-4o Mini (07-18) uniquely exposes Vision and Code execution in local model data.
  • Local decision data tags GPT-4o Mini (07-18) for Coding, RAG, and Agents.
Choose Together AI Qwen2-72B-Instruct when...
  • 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 GPT-4o Mini (07-18)

GPT-4o Mini (07-18)

$270

Cheapest tracked route/tier: OpenAI API

Together AI Qwen2-72B-Instruct

$735

Cheapest tracked route/tier: Together AI

Estimated monthly gap: $465. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.

Switch friction

GPT-4o Mini (07-18) -> Together AI Qwen2-72B-Instruct
  • No overlapping tracked provider route is sourced for GPT-4o Mini (07-18) and Together AI Qwen2-72B-Instruct; plan for SDK, billing, or endpoint changes.
  • Together AI Qwen2-72B-Instruct is $0.10/1M tokens higher on cheapest tracked output pricing, so quality gains need to justify the spend.
  • Check replacement coverage for Vision and Code execution before moving production traffic.
Together AI Qwen2-72B-Instruct -> GPT-4o Mini (07-18)
  • No overlapping tracked provider route is sourced for Together AI Qwen2-72B-Instruct and GPT-4o Mini (07-18); plan for SDK, billing, or endpoint changes.
  • GPT-4o Mini (07-18) is $0.10/1M tokens lower on cheapest tracked output pricing before cache, batch, or negotiated discounts.
  • GPT-4o Mini (07-18) adds Vision and Code execution in local capability data.

Specs

Specification
Released2024-07-182024-06-07
Context window128k33k
Parameters72B
ArchitectureDecoder OnlyDecoder Only
LicenseProprietaryApache 2.0OSI-approved
OpennessProprietaryOpen source
Commercial useCommercial use: conditionalCommercial use: permitted
Knowledge cutoff2023-10-

Pricing and availability

Pricing attributeGPT-4o Mini (07-18)Together AI Qwen2-72B-Instruct
Input price$0.15/1M tokens$0.70/1M tokens
Output price$0.60/1M tokens$0.70/1M tokens
Providers

Capabilities

CapabilityGPT-4o Mini (07-18)Together 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 scores are currently available for this pair.

Deep dive

The capability footprint differs most on vision: GPT-4o Mini (07-18) and code execution: GPT-4o Mini (07-18). 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-4o Mini (07-18) lists $0.15/1M input and $0.60/1M 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 GPT-4o Mini (07-18) lower by about $0.41 per million blended tokens. Availability is 3 providers versus 1, so concentration risk also matters.

Choose GPT-4o Mini (07-18) when coding workflow support, larger context windows, and lower input-token cost are central to the workload. Choose Together AI Qwen2-72B-Instruct when provider fit 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-4o Mini (07-18) or Together AI Qwen2-72B-Instruct?

GPT-4o Mini (07-18) 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-4o Mini (07-18) or Together AI Qwen2-72B-Instruct?

GPT-4o Mini (07-18) is cheaper on tracked token pricing. GPT-4o Mini (07-18) costs $0.15/1M input and $0.60/1M 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-4o Mini (07-18) or Together AI Qwen2-72B-Instruct open source?

GPT-4o Mini (07-18) 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-4o Mini (07-18) or Together AI Qwen2-72B-Instruct?

GPT-4o Mini (07-18) 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-4o Mini (07-18) or Together AI Qwen2-72B-Instruct?

Both GPT-4o Mini (07-18) 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-4o Mini (07-18) and Together AI Qwen2-72B-Instruct?

GPT-4o Mini (07-18) is available on OpenAI API, OpenRouter, and Replicate API. 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: 2026-06-15. Data sourced from public model cards and provider documentation.