LLM Reference

GPT-4o (08-06) vs GPT-5

GPT-4o (08-06) (2024) and GPT-5 (2025) are frontier reasoning models from OpenAI. GPT-4o (08-06) ships a 128k-token context window, while GPT-5 ships a 400k-token context window. On Aider Polyglot, GPT-5 leads by 64.9 pts. On pricing, GPT-5 costs $1.25/1M input tokens versus $2.50/1M 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-5 is ~100% cheaper at $1.25/1M; pay for GPT-4o (08-06) only for coding workflow support.

Decision scorecard

Local evidence first
SignalGPT-4o (08-06)GPT-5
Best formultimodal apps and provider-routed productionreasoning-heavy apps, multimodal apps, and tool-calling agents
Decision fitCoding, RAG, and AgentsCoding, RAG, and Agents
Context window128k400k
Cheapest output$10/1M tokens$10/1M tokens
Provider routes3 tracked4 tracked
Shared benchmarks1 sharedAider Polyglot leader

Decision tradeoffs

Choose GPT-4o (08-06) when...
  • Local decision data tags GPT-4o (08-06) for Coding, RAG, and Agents.
Choose GPT-5 when...
  • GPT-5 holds a shared-benchmark lead on Aider Polyglot, ahead by 64.9 points.
  • GPT-5 has the larger context window for long prompts, retrieval packs, or transcript analysis.
  • GPT-5 has broader tracked provider coverage for fallback and route flexibility.
  • GPT-5 uniquely exposes Reasoning and JSON / Tool use in local model data.
  • Local decision data tags GPT-5 for Coding, RAG, and Agents.

Monthly cost at traffic

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

Lower estimate GPT-5

GPT-4o (08-06)

$4,500

Cheapest tracked route/tier: OpenAI API

GPT-5

$3,500

Cheapest tracked route/tier: Replicate API

Estimated monthly gap: $1,000. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.

Switch friction

GPT-4o (08-06) -> GPT-5
  • Provider overlap exists on OpenRouter and OpenAI API; start route-level A/B tests there.
  • Cheapest tracked output pricing is tied, so migration risk shifts to quality, latency, and provider packaging.
  • GPT-5 adds Reasoning and JSON / Tool use in local capability data.
GPT-5 -> GPT-4o (08-06)
  • Provider overlap exists on OpenAI API and OpenRouter; start route-level A/B tests there.
  • Cheapest tracked output pricing is tied, so migration risk shifts to quality, latency, and provider packaging.
  • Check replacement coverage for Reasoning and JSON / Tool use before moving production traffic.

Specs

Specification
Released2024-08-062025-08-07
Context window128k400k
Parameters1.76T (8x222B MoE)*—
ArchitectureMixture of ExpertsDecoder Only
LicenseProprietaryProprietary
OpennessProprietaryProprietary
WeightsNot releasedNot released
CodeUnknownUnknown
Commercial useCommercial use: conditionalCommercial use: conditional
Knowledge cutoff2023-102024-09

Pricing and availability

Pricing attributeGPT-4o (08-06)GPT-5
Input price$2.50/1M tokens$1.25/1M tokens
Output price$10/1M tokens$10/1M tokens
Providers

Capabilities

CapabilityGPT-4o (08-06)GPT-5
VisionYesYes
MultimodalYesYes
ReasoningNoYes
JSON / Tool useNoYes
Structured outputsYesYes
Code executionYesYes
IDE integrationNoNo
Computer useNoNo
Parallel agentsNoNo

Benchmarks

BenchmarkGPT-4o (08-06)GPT-5
Aider Polyglot23.188.0

Continue comparing

Last reviewed: 2026-06-29. Data sourced from public model cards and provider documentation.