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The Domesday Book ofKWJ · AI

OpenAI · The Reasoning-Model Era

GPT-5

OpenAI's reasoning-first flagship. Native chain-of-thought, three reasoning-effort tiers, the highest published benchmark scores at release.

By C.W. Jameson · Published 19 May 2026 · Last reviewed 19 May 2026

GPT-5 dropped with the model card that explicitly described reasoning effort as a tuneable parameter rather than a model variant. The result is a single endpoint that ranges from sub-second answers to ten-minute deliberations on the same prompt, billed at radically different rates. Operators have to budget for reasoning-tokens or watch invoices climb tenfold.

Field signature

Returns a 'reasoning' field separate from 'content'. Will think before tool calls in a way that's billable.

Specifications

Released2025
Context window400,000 tokens
PricingVariable by reasoning-effort tier
Modalitiestext · image · audio · video-frames
LicenseCommercial API only
EraThe Reasoning-Model Era

Strengths

  • Hardest math and competitive-programming problems
  • Multimodal reasoning

Weaknesses

  • Pricing surprises
  • Refusal rates higher than the 4.x generation

Authentication markers

The fingerprints by which GPT-5 can be identified from its output alone.

TellMeaning
Reasoning-effort parameter present in API.GPT-5 family.
Reasoning tokens billed separately from output.OpenAI o-style billing.

Notable works

  • AIME, IMO, ICPC benchmark records at release

Market position

Reasoning-tier dependent; see OpenAI pricing

Partner offer

OpenAI's API surface remains the broadest commercial offering.

Try OpenAI →

Affiliate link — see disclosure.

Primary sources

  1. [1] OpenAI: Models

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