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Comparison · 2 models · Updated Oct 4, 2026

GPT-5.4 Pro vs GPT-5.6 Sol

GPT-5.6 Sol comes out ahead, 66 to 60 on our weighted score, and it is the cheaper option too.

  1. OpenAI

    GPT-5.4 Pro

    Released Mar 5, 2026

    60/100
    • ECI159.1
    • Price$30.00 / $180.00
    • Context1.05M
    Full specs Remove GPT-5.4 Pro
  2. Our pick

    OpenAI

    GPT-5.6 Sol

    Released Jul 9, 2026

    66/100
    • ECI161.8
    • Price$4.00 / $20.00
    • Context1.05M
    Full specs Remove GPT-5.6 Sol

  3. Add a model

    Make it a three-way comparison.

01 — Verdict

GPT-5.6 Sol is our pick

GPT-5.6 Sol is the better all-round choice, scoring 66/100 against GPT-5.4 Pro (60). It leads on capability, price and inputs & features. The score weighs capability 50%, price 25%, inputs & features 15%, context window 10%.

  • CapabilityGPT-5.6 SolCapabilities Index (ECI): GPT-5.6 Sol 161.8 · GPT-5.4 Pro 159.1
  • Lowest priceGPT-5.6 SolGPT-5.6 Sol $8.00 · GPT-5.4 Pro $67.50 per 1M tokens (3:1 blend)
  • Longest contextAbout the sameGPT-5.4 Pro 1,050,000 · GPT-5.6 Sol 1,050,000 tokens
  • Widest inputsGPT-5.6 SolGPT-5.4 Pro: Text, Images · GPT-5.6 Sol: Text, Images, PDFs
  • Self-hostingNo open weightsBoth are available only through APIs
How the score is built
MeasureWeightGPT-5.4 ProGPT-5.6 Sol
CapabilityCapabilities Index (ECI)50%9093
Price25%07
Inputs & features15%6080
Context window10%6161
Overall100%60/10066/100
02 — Side by side

Every spec in one table

Highlighted cells lead their row. Dashes mean the data is not published.

GPT-5.4 Pro vs GPT-5.6 Sol specifications side by side
SpecificationGPT-5.4 ProOpenAIGPT-5.6 SolOpenAI
Capability
Capabilities Index (ECI)159.1161.8 (best)
ECI rank#11 of 148#8 of 148 (best)
GPQA DiamondGraduate-level science questions94.6% (best)93.5%
FrontierMath Tiers 1–3Research-level mathematics82.5%89.1% (best)
OTIS Mock AIME 2024–2025Competition mathematics—100%
SimpleQA VerifiedShort factual questions46.3%69.7% (best)
Price per million tokens
Input$30.00$4.00 (best)
Output$180.00$20.00 (best)
Cached input—$0.40
Blended (3:1)$67.50$8.00 (best)
Long-context rateOver 272K: $60.00 / $270.00Over 272K: $8.00 / $30.00
Price sourceOfficial OpenAI APIOfficial OpenAI API
Limits
Context window1,050,000 tokens1,050,000 tokens
Max output128,000 tokens128,000 tokens
Inputs and features
TextYesYes
ImagesYesYes
PDFsNoYes
AudioNoNo
VideoNoNo
ReasoningYesmedium · high · xhighYeslow · medium · high · xhigh · max
Tool callingYesYes
Structured outputNoYes
Availability
WeightsProprietaryProprietary
API model IDgpt-5.4-progpt-5.6-sol
API providers1640 (best)
ReleasedMar 5, 2026Jul 9, 2026
Knowledge cutoffAug 31, 2025Feb 16, 2026
03 — Cost

What would a month cost?

Enter your expected volume in millions of tokens. List prices only; caching and batch discounts would lower these.

  • GPT-5.4 Pro$660.00
  • GPT-5.6 Sol$80.00
04 — Questions

Which should you choose?

Which is better: GPT-5.4 Pro or GPT-5.6 Sol?

GPT-5.6 Sol is the better all-round choice, scoring 66/100 against GPT-5.4 Pro (60). It leads on capability, price and inputs & features. The score weighs capability 50%, price 25%, inputs & features 15%, context window 10%.

Which is cheaper, GPT-5.4 Pro or GPT-5.6 Sol?

GPT-5.6 Sol is cheaper at $4.00 input / $20.00 output per million tokens (official OpenAI API price). GPT-5.4 Pro costs $30.00 input / $180.00 output per million tokens (official OpenAI API price). At a typical mix of three input tokens to one output token, that is $8.00 per million tokens for GPT-5.6 Sol versus $67.50 for GPT-5.4 Pro (8.4× as much).

Which scores higher on benchmarks?

GPT-5.6 Sol scores higher on the Capabilities Index (ECI): GPT-5.6 Sol 161.8 (#8 of 148) and GPT-5.4 Pro 159.1 (#11 of 148). The confidence ranges of the top two overlap (159.3–165.3 vs 156.5–161.9), so treat the gap as small. On individual benchmarks: GPQA Diamond — GPT-5.4 Pro 94.6%, GPT-5.6 Sol 93.5%; FrontierMath Tiers 1–3 — GPT-5.6 Sol 89.1%, GPT-5.4 Pro 82.5%; SimpleQA Verified — GPT-5.6 Sol 69.7%, GPT-5.4 Pro 46.3%.

Which is better for coding?

There are no published SWE-bench Verified results for GPT-5.4 Pro and GPT-5.6 Sol yet, so there is no like-for-like coding score. On overall capability, GPT-5.6 Sol leads, which tends to carry over to coding, but test on your own codebase. Both support tool calling for agent workflows.

Which has the bigger context window?

GPT-5.4 Pro and GPT-5.6 Sol share the same 1,050,000-token context window. Maximum output per response: GPT-5.4 Pro up to 128,000, GPT-5.6 Sol up to 128,000 tokens.

Which can read images, PDFs, audio or video?

GPT-5.4 Pro accepts text and images; GPT-5.6 Sol accepts text, images and PDFs. GPT-5.6 Sol handles the widest range of inputs.

Are any of these open source?

No. GPT-5.4 Pro and GPT-5.6 Sol are proprietary and only available through APIs and apps.

Which is newer?

GPT-5.6 Sol is the newest, released Jul 9, 2026. GPT-5.4 Pro came out Mar 5, 2026. Knowledge cutoff: GPT-5.4 Pro Aug 31, 2025, GPT-5.6 Sol Feb 16, 2026.

How do you decide the winner?

Each model gets a 0–100 score on capability (50%, independent benchmark results); price (25%, blended price per million tokens (3 input : 1 output), log scale); inputs & features (15%, image, PDF, audio and video input, tool calling, structured output and reasoning); context window (10%, maximum tokens per request, log scale). Dimensions missing for any model are dropped and the remaining weights rescaled, so every model is judged on the same evidence. Specs and prices come from public model listings and the labs’ own API pages; capability scores come from independent benchmark runs. Data updated Oct 4, 2026.

05 — Keep comparing

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