ZMIME
Comparison · 2 models · Updated Oct 4, 2026

GPT-5.5 Instant vs Inkling

Inkling comes out ahead, 59 to 51 on our weighted score, and it is the cheaper option too.

  1. OpenAI

    GPT-5.5 Instant

    Released May 5, 2026

    51/100
    • ECI142.5
    • Price$5.00 / $30.00
    • Context400K
  2. Our pick

    Thinking Machines

    Inkling

    Released Jul 15, 2026

    59/100
    • ECI148.6
    • Price$3.74 / $9.36
    • Context1.05M
  3. Add a model

    Make it a three-way comparison.

01 — Verdict

Inkling is our pick

Inkling is the better all-round choice, scoring 59/100 against GPT-5.5 Instant (51). It leads on capability, price and context window. GPT-5.5 Instant wins on inputs & features. The score weighs capability 50%, price 25%, inputs & features 15%, context window 10%.

  • CapabilityInklingCapabilities Index (ECI): Inkling 148.6 · GPT-5.5 Instant 142.5
  • Lowest priceInklingInkling $5.14 · GPT-5.5 Instant $11.25 per 1M tokens (3:1 blend)
  • Longest contextInklingInkling 1,048,576 · GPT-5.5 Instant 400,000 tokens
  • Widest inputsSame inputsGPT-5.5 Instant: Text, Images, PDFs · Inkling: Text, Images, Audio
  • Self-hostingInklingPublishes downloadable weights (Apache-2.0)
How the score is built
MeasureWeightGPT-5.5 InstantInkling
CapabilityCapabilities Index (ECI)50%6976
Price25%016
Inputs & features15%8070
Context window10%4461
Overall100%51/10059/100
02 — Side by side

Every spec in one table

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

GPT-5.5 Instant vs Inkling specifications side by side
SpecificationGPT-5.5 InstantOpenAIInklingThinking Machines
Capability
Capabilities Index (ECI)142.5148.6 (best)
ECI rank#89 of 148#57 of 148 (best)
GPQA DiamondGraduate-level science questions82.5%88.3% (best)
FrontierMath Tiers 1–3Research-level mathematics26.3%33.3% (best)
OTIS Mock AIME 2024–2025Competition mathematics68.1%88.9% (best)
SimpleQA VerifiedShort factual questions—40.3%
Price per million tokens
Input$5.00$3.74 (best)
Output$30.00$9.36 (best)
Cached input—$0.748
Blended (3:1)$11.25$5.14 (best)
Long-context rateSame rateSame rate
Price sourceMedian of 3 providersOfficial Thinking Machines API
Limits
Context window400,000 tokens1,048,576 tokens (best)
Max output128,000 tokens1,048,576 tokens (best)
Inputs and features
TextYesYes
ImagesYesYes
PDFsYesNo
AudioNoYes
VideoNoNo
ReasoningYesYeslow · medium · high · xhigh · max
Tool callingYesYes
Structured outputYesNo
Availability
WeightsProprietaryOpenApache-2.0
API model ID—thinkingmachines/Inkling:peft:262144
API providers323 (best)
ReleasedMay 5, 2026Jul 15, 2026
Knowledge cutoffDec 1, 2025—
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-5.5 Instant$110.00
  • Inkling$56.12
04 — Questions

Which should you choose?

Which is better: GPT-5.5 Instant or Inkling?

Inkling is the better all-round choice, scoring 59/100 against GPT-5.5 Instant (51). It leads on capability, price and context window. GPT-5.5 Instant wins on inputs & features. The score weighs capability 50%, price 25%, inputs & features 15%, context window 10%.

Which is cheaper, GPT-5.5 Instant or Inkling?

Inkling is cheaper at $3.74 input / $9.36 output per million tokens (official Thinking Machines API price). GPT-5.5 Instant costs $5.00 input / $30.00 output per million tokens (median across 3 API providers). At a typical mix of three input tokens to one output token, that is $5.14 per million tokens for Inkling versus $11.25 for GPT-5.5 Instant (2.2× as much).

Which scores higher on benchmarks?

Inkling scores higher on the Capabilities Index (ECI): Inkling 148.6 (#57 of 148) and GPT-5.5 Instant 142.5 (#89 of 148). Their confidence ranges do not overlap (145.7–150.6 vs 140.0–145.3), so the gap is a real one. On individual benchmarks: GPQA Diamond — Inkling 88.3%, GPT-5.5 Instant 82.5%; FrontierMath Tiers 1–3 — Inkling 33.3%, GPT-5.5 Instant 26.3%; OTIS Mock AIME 2024–2025 — Inkling 88.9%, GPT-5.5 Instant 68.1%.

Which is better for coding?

There are no published SWE-bench Verified results for GPT-5.5 Instant and Inkling yet, so there is no like-for-like coding score. On overall capability, Inkling 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?

Inkling has the largest context window at 1,048,576 tokens, against 400,000 for GPT-5.5 Instant. Maximum output per response: GPT-5.5 Instant up to 128,000, Inkling up to 1,048,576 tokens.

Which can read images, PDFs, audio or video?

GPT-5.5 Instant accepts text, images and PDFs; Inkling accepts text, images and audio. They handle the same number of input types.

Are any of these open source?

Inkling publishes its weights (Apache-2.0) and can be self-hosted; GPT-5.5 Instant is proprietary.

Which is newer?

Inkling is the newest, released Jul 15, 2026. GPT-5.5 Instant came out May 5, 2026. Knowledge cutoff: GPT-5.5 Instant Dec 1, 2025.

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.