ZMIME
Comparison · 2 models · Updated Oct 4, 2026

GPT-5.4 vs GPT-5.6 Sol

Too close to call on our weighted score (GPT-5.6 Sol 66, GPT-5.4 65). The right pick depends on what you value most.

  1. OpenAI

    GPT-5.4

    Released Mar 5, 2026

    65/100
    • ECI156.9
    • Price$2.50 / $15.00
    • Context1.05M
    Full specs Remove GPT-5.4

  2. 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

Too close to call

It is close. Our weighted score puts them within 1 points (GPT-5.6 Sol 66/100, GPT-5.4 65/100), so choose by what matters most for your work: GPT-5.6 Sol for raw capability and GPT-5.4 on price. 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-5.4 156.9
  • Lowest priceGPT-5.4GPT-5.4 $5.63 · GPT-5.6 Sol $8.00 per 1M tokens (3:1 blend)
  • Longest contextAbout the sameGPT-5.4 1,050,000 · GPT-5.6 Sol 1,050,000 tokens
  • Widest inputsSame inputsGPT-5.4: Text, Images, PDFs · GPT-5.6 Sol: Text, Images, PDFs
  • Self-hostingNo open weightsBoth are available only through APIs
How the score is built
MeasureWeightGPT-5.4GPT-5.6 Sol
CapabilityCapabilities Index (ECI)50%8793
Price25%147
Inputs & features15%8080
Context window10%6161
Overall100%65/10066/100
02 — Side by side

Every spec in one table

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

GPT-5.4 vs GPT-5.6 Sol specifications side by side
SpecificationGPT-5.4OpenAIGPT-5.6 SolOpenAI
Capability
Capabilities Index (ECI)156.9161.8 (best)
ECI rank#16 of 148#8 of 148 (best)
GPQA DiamondGraduate-level science questions93.3%93.5% (best)
FrontierMath Tiers 1–3Research-level mathematics78.6%89.1% (best)
OTIS Mock AIME 2024–2025Competition mathematics97.8%100% (best)
SWE-bench VerifiedFixing real GitHub issues76.9%—
SimpleQA VerifiedShort factual questions45.1%69.7% (best)
Price per million tokens
Input$2.50 (best)$4.00
Output$15.00 (best)$20.00
Cached input$0.25 (best)$0.40
Blended (3:1)$5.63 (best)$8.00
Long-context rateOver 272K: $5.00 / $22.50Over 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
PDFsYesYes
AudioNoNo
VideoNoNo
ReasoningYeslow · medium · high · xhighYeslow · medium · high · xhigh · max
Tool callingYesYes
Structured outputYesYes
Availability
WeightsProprietaryProprietary
API model IDgpt-5.4gpt-5.6-sol
API providers3640 (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$55.00
  • GPT-5.6 Sol$80.00
04 — Questions

Which should you choose?

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

It is close. Our weighted score puts them within 1 points (GPT-5.6 Sol 66/100, GPT-5.4 65/100), so choose by what matters most for your work: GPT-5.6 Sol for raw capability and GPT-5.4 on price. The score weighs capability 50%, price 25%, inputs & features 15%, context window 10%.

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

GPT-5.4 is cheaper at $2.50 input / $15.00 output per million tokens (official OpenAI API price). GPT-5.6 Sol costs $4.00 input / $20.00 output per million tokens (official OpenAI API price). At a typical mix of three input tokens to one output token, that is $5.63 per million tokens for GPT-5.4 versus $8.00 for GPT-5.6 Sol (1.4× 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-5.4 156.9 (#16 of 148). Their confidence ranges do not overlap (159.3–165.3 vs 154.9–159.1), so the gap is a real one. On individual benchmarks: GPQA Diamond — GPT-5.6 Sol 93.5%, GPT-5.4 93.3%; FrontierMath Tiers 1–3 — GPT-5.6 Sol 89.1%, GPT-5.4 78.6%; OTIS Mock AIME 2024–2025 — GPT-5.6 Sol 100%, GPT-5.4 97.8%; SimpleQA Verified — GPT-5.6 Sol 69.7%, GPT-5.4 45.1%.

Which is better for coding?

There are no published SWE-bench Verified results for 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 and GPT-5.6 Sol share the same 1,050,000-token context window. Maximum output per response: GPT-5.4 up to 128,000, GPT-5.6 Sol up to 128,000 tokens.

Which can read images, PDFs, audio or video?

GPT-5.4 accepts text, images and PDFs; GPT-5.6 Sol accepts text, images and PDFs. They handle the same number of input types.

Are any of these open source?

No. GPT-5.4 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 came out Mar 5, 2026. Knowledge cutoff: GPT-5.4 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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