GPT-5.4 Mini vs GPT-6 Luna

OpenAI · US  |  OpenAI · US · Updated June 2026

Quick verdict

Both are OpenAI models. GPT-6 Luna is the newer, generally stronger default; reach for GPT-5.4 Mini when a specific cost or latency profile matters more than the latest capabilities.

GPT-5.4 Mini and GPT-6 Luna are both OpenAI models, so the real question is not which lab to trust but which tier fits your workload and budget. GPT-5.4 Mini is openAI's free, fast workhorse — capable general AI with no subscription needed. GPT-6 Luna is openAI's cheapest GPT-6 tier, released September 22, 2026 alongside GPT-6 Sol — $0.10/$0.50 per million tokens, built for speed over depth. Since both come from the same lab, the comparison below focuses on the tier-and-cost trade-offs that actually separate them.

Key differences at a glance

Side-by-side specs

SpecGPT-5.4 MiniGPT-6 Luna
ProviderOpenAI (US) OpenAI (US)
ReleasedMarch 17, 2026 September 22, 2026
Context window400K (~600 pages) 1.05M tokens (~1,575 pages)
Price (in/out)$0.75/$4.5 per 1M tokens $0.1/$0.5 per 1M tokens
Open weight?No — API only No — API only
Modalitiestext, image, code text, image
SWE-Bench VerifiedNot published Not published
MRCR v2 @ 1MNot published Not published

Who wins what

Free for every ChatGPT user

GPT-5.4 Mini

GPT-5.4 Mini lists free for every ChatGPT user among its strengths; GPT-6 Luna does not.

Fast, low-cost general tasks

GPT-5.4 Mini

GPT-5.4 Mini lists fast, low-cost general tasks among its strengths; GPT-6 Luna does not.

Subagent capabilities

GPT-5.4 Mini

GPT-5.4 Mini lists subagent capabilities among its strengths; GPT-6 Luna does not.

OpenAI's cheapest GPT-6 tier — $0.10/$0.50 per million tokens, optimized for fast responses at high volume

GPT-6 Luna

At $0.1/$0.5 per 1M tokens it undercuts GPT-5.4 Mini ($0.75/$4.5 per 1M tokens), and that gap compounds at volume.

Available to Free and Go plan users in the ChatGPT desktop app, not gated to paid tiers

GPT-6 Luna

OpenAI's cheapest GPT-6 tier, released September 22, 2026 alongside GPT-6 Sol — $0.10/$0.50 per million tokens, built for speed over depth — and it runs cheaper at $0.1/$0.5 per 1M tokens.

Cache reads at $0.01/MTok — a 90% discount, the cheapest in the GPT-6 family

GPT-6 Luna

OpenAI's cheapest GPT-6 tier, released September 22, 2026 alongside GPT-6 Sol — $0.10/$0.50 per million tokens, built for speed over depth — and it carries the larger 1.05M tokens context.

Lowest cost at scale

GPT-6 Luna

At $0.1/$0.5 per 1M tokens, it is the cheaper of the two — the gap dominates the bill on high-volume workloads.

Largest single-prompt input

GPT-6 Luna

Its 1.05M tokens window is about 2.6× larger than GPT-5.4 Mini's 400K, fitting roughly 1,575 pages in one prompt.

Which should you pick?

A cost-sensitive startup shipping high volume

GPT-6 Luna

At $0.1/$0.5 per 1M tokens it undercuts GPT-5.4 Mini, and on millions of tokens that margin decides the monthly bill.

Someone analysing very long documents or codebases

GPT-6 Luna

Larger 1.05M tokens window fits more in one prompt.

Anyone whose priority is free for every chatgpt user

GPT-5.4 Mini

It is specifically built for that.

Anyone whose priority is openai's cheapest gpt-6 tier — $0.10/$0.50 per million tokens, optimized for fast responses at high volume

GPT-6 Luna

That is its strongest area.

GPT-5.4 Mini: where it fits

OpenAI's free, fast workhorse — capable general AI with no subscription needed. Released March 17, 2026 by OpenAI, it is built for free for every ChatGPT user, fast, low-cost general tasks, subagent capabilities, and native multimodal reasoning.

Its trade-offs are real: smaller context than flagship models, and not for the hardest reasoning. At $0.75 in / $4.5 out per million tokens, it sits in the budget price band.

GPT-6 Luna: where it fits

OpenAI's cheapest GPT-6 tier, released September 22, 2026 alongside GPT-6 Sol — $0.10/$0.50 per million tokens, built for speed over depth. Released September 22, 2026 by OpenAI, it is built for openAI's cheapest GPT-6 tier — $0.10/$0.50 per million tokens, optimized for fast responses at high volume, available to Free and Go plan users in the ChatGPT desktop app, not gated to paid tiers, cache reads at $0.01/MTok — a 90% discount, the cheapest in the GPT-6 family, and 1.05M-token context window carried down from the flagship tier.

Its trade-offs: less reasoning capability than sibling GPT-6 Sol — built for speed and volume, not hard problems, and as the entry-level tier, expect it to be the first model swapped out when OpenAI ships the next cost-tier refresh. At $0.1 in / $0.5 out per million tokens, it sits in the budget price band.

The bottom line for this matchup

Because GPT-5.4 Mini and GPT-6 Luna come from the same lab (OpenAI), they share the same training philosophy and ecosystem — the decision is purely tier vs. cost. GPT-6 Luna is the more capable, more recent option; the other earns its place only when its price or latency profile fits a specific job better. Most teams should default to GPT-6 Luna and drop down only with a concrete reason.

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See pricing

Frequently asked questions

Is GPT-5.4 Mini or GPT-6 Luna better for coding?

Public SWE-Bench figures are not available for either model, so the honest test is your own repository — run an identical real bug through both. By design, GPT-5.4 Mini leans toward free for every chatgpt user while GPT-6 Luna leans toward openai's cheapest gpt-6 tier — $0.10/$0.50 per million tokens, optimized for fast responses at high volume, and that positioning usually predicts which feels better on your codebase.

Which is cheaper, GPT-5.4 Mini or GPT-6 Luna?

GPT-6 Luna is cheaper — $0.75/$4.5 per 1M tokens vs $0.1/$0.5 per 1M tokens, roughly 7.5× apart on input.

Which has the bigger context window?

GPT-6 Luna — 1.05M tokens vs 400K, about 2.6× larger. Useful only if the model actually reasons over the full window, which not all do.

Should I upgrade from GPT-5.4 Mini to GPT-6 Luna?

Since both are OpenAI models, the newer one (GPT-6 Luna) is usually the better default unless you need a specific cost or latency profile from the other.

Which is newer, GPT-5.4 Mini or GPT-6 Luna?

GPT-6 Luna — released September 22, 2026, about 6 months after GPT-5.4 Mini.

Related comparisons

Specifications and benchmarks reflect publicly reported figures as of June 2026 and may change as providers release updates. Always verify on your own workload.