LLM Reference

GPT-4 vs Seed-OSS 36B Instruct

GPT-4 (2023) and Seed-OSS 36B Instruct (2025) are compact production models from OpenAI and ByteDance. GPT-4 ships a 8k-token context window, while Seed-OSS 36B Instruct ships a 4k-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. It focuses on practical selection signals rather than broad model-family marketing.

Seed-OSS 36B Instruct is safer overall; choose GPT-4 when coding workflow support matters.

Decision scorecard

Local evidence first
SignalGPT-4Seed-OSS 36B Instruct
Best formultimodal apps, tool-calling agents, and provider-routed productiongeneral production evaluation
Decision fitCoding, Agents, and VisionGeneral
Context window8k4k
Cheapest output$60/1M tokens-
Provider routes4 tracked1 tracked
Shared benchmarks0 shared0 shared

Decision tradeoffs

Choose GPT-4 when...
  • GPT-4 has the larger context window for long prompts, retrieval packs, or transcript analysis.
  • GPT-4 has broader tracked provider coverage for fallback and route flexibility.
  • GPT-4 uniquely exposes Vision, Multimodal, and JSON / Tool use in local model data.
  • Local decision data tags GPT-4 for Coding, Agents, and Vision.
Choose Seed-OSS 36B Instruct when...
  • Use Seed-OSS 36B Instruct when your own prompt tests beat the comparison signals; the local data does not show a decisive standalone advantage yet.

Monthly cost at traffic

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

GPT-4

$39,000

Cheapest tracked route/tier: OpenAI API

Seed-OSS 36B Instruct

Unavailable

No complete token price in local provider data

Cost delta unavailable until both models have sourced input and output token prices.

Switch friction

GPT-4 -> Seed-OSS 36B Instruct
  • No overlapping tracked provider route is sourced for GPT-4 and Seed-OSS 36B Instruct; plan for SDK, billing, or endpoint changes.
  • Check replacement coverage for Vision, Multimodal, and JSON / Tool use before moving production traffic.
Seed-OSS 36B Instruct -> GPT-4
  • No overlapping tracked provider route is sourced for Seed-OSS 36B Instruct and GPT-4; plan for SDK, billing, or endpoint changes.
  • GPT-4 adds Vision, Multimodal, and JSON / Tool use in local capability data.

Specs

Specification
Released2023-03-142025-06-01
Context window8k4k
Parameters1.76T (8x222B MoE)*36B
ArchitectureMixture of ExpertsDecoder Only
LicenseProprietaryProprietary
OpennessProprietaryProprietary
WeightsNot releasedNot released
CodeUnknownUnknown
Commercial useCommercial use: conditionalCommercial use: conditional
Knowledge cutoff2021-092024-10

Pricing and availability

Pricing attributeGPT-4Seed-OSS 36B Instruct
Input price$30/1M tokens-
Output price$60/1M tokens-
Providers

Capabilities

CapabilityGPT-4Seed-OSS 36B Instruct
VisionYesNo
MultimodalYesNo
ReasoningNoNo
JSON / Tool useYesNo
Structured outputsYesNo
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: 2026-07-10. Data sourced from public model cards and provider documentation.