ZMIME
Comparison · 2 models · Updated Oct 4, 2026

GPT-5.2 vs Inkling

Too close to call on our weighted score (GPT-5.2 61, Inkling 59). The right pick depends on what you value most.

  1. OpenAI

    GPT-5.2

    Released Dec 11, 2025

    61/100
    • ECI153.5
    • Price$1.75 / $14.00
    • Context400K
  2. Thinking Machines

    Inkling

    Released Jul 15, 2026

    59/100
    • ECI148.6
    • Price$3.74 / $9.36
    • Context1.05M
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01 — Verdict

Too close to call

It is close. Our weighted score puts them within 2 points (GPT-5.2 61/100, Inkling 59/100), so choose by what matters most for your work: GPT-5.2 for raw capability and Inkling for long inputs. The score weighs capability 50%, price 25%, inputs & features 15%, context window 10%.

  • CapabilityGPT-5.2Capabilities Index (ECI): GPT-5.2 153.5 · Inkling 148.6
  • Lowest priceGPT-5.2GPT-5.2 $4.81 · Inkling $5.14 per 1M tokens (3:1 blend)
  • Longest contextInklingInkling 1,048,576 · GPT-5.2 400,000 tokens
  • Widest inputsInklingGPT-5.2: Text, Images · Inkling: Text, Images, Audio
  • Self-hostingInklingPublishes downloadable weights (Apache-2.0)
How the score is built
MeasureWeightGPT-5.2Inkling
CapabilityCapabilities Index (ECI)50%8376
Price25%1816
Inputs & features15%7070
Context window10%4461
Overall100%61/10059/100
02 — Side by side

Every spec in one table

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

GPT-5.2 vs Inkling specifications side by side
SpecificationGPT-5.2OpenAIInklingThinking Machines
Capability
Capabilities Index (ECI)153.5 (best)148.6
ECI rank#38 of 148 (best)#57 of 148
GPQA DiamondGraduate-level science questions91.4% (best)88.3%
FrontierMath Tiers 1–3Research-level mathematics67.4% (best)33.3%
OTIS Mock AIME 2024–2025Competition mathematics96.1% (best)88.9%
SWE-bench VerifiedFixing real GitHub issues73.8%—
SimpleQA VerifiedShort factual questions37.1%40.3% (best)
Price per million tokens
Input$1.75 (best)$3.74
Output$14.00$9.36 (best)
Cached input$0.175 (best)$0.748
Blended (3:1)$4.81 (best)$5.14
Long-context rateSame rateSame rate
Price sourceOfficial OpenAI APIOfficial 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
PDFsNoNo
AudioNoYes
VideoNoNo
ReasoningYeslow · medium · high · xhighYeslow · medium · high · xhigh · max
Tool callingYesYes
Structured outputYesNo
Availability
WeightsProprietaryOpenApache-2.0
API model IDgpt-5.2thinkingmachines/Inkling:peft:262144
API providers2123 (best)
ReleasedDec 11, 2025Jul 15, 2026
Knowledge cutoffAug 31, 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-5.2$45.50
  • Inkling$56.12
04 — Questions

Which should you choose?

Which is better: GPT-5.2 or Inkling?

It is close. Our weighted score puts them within 2 points (GPT-5.2 61/100, Inkling 59/100), so choose by what matters most for your work: GPT-5.2 for raw capability and Inkling for long inputs. The score weighs capability 50%, price 25%, inputs & features 15%, context window 10%.

Which is cheaper, GPT-5.2 or Inkling?

GPT-5.2 is cheaper at $1.75 input / $14.00 output per million tokens (official OpenAI API price). Inkling costs $3.74 input / $9.36 output per million tokens (official Thinking Machines API price). At a typical mix of three input tokens to one output token, that is $4.81 per million tokens for GPT-5.2 versus $5.14 for Inkling (1.1× as much).

Which scores higher on benchmarks?

GPT-5.2 scores higher on the Capabilities Index (ECI): GPT-5.2 153.5 (#38 of 148) and Inkling 148.6 (#57 of 148). Their confidence ranges do not overlap (151.7–155.4 vs 145.7–150.6), so the gap is a real one. On individual benchmarks: GPQA Diamond — GPT-5.2 91.4%, Inkling 88.3%; FrontierMath Tiers 1–3 — GPT-5.2 67.4%, Inkling 33.3%; OTIS Mock AIME 2024–2025 — GPT-5.2 96.1%, Inkling 88.9%; SimpleQA Verified — Inkling 40.3%, GPT-5.2 37.1%.

Which is better for coding?

There are no published SWE-bench Verified results for Inkling yet, so there is no like-for-like coding score. On overall capability, GPT-5.2 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-5.2. Maximum output per response: GPT-5.2 up to 128,000, Inkling up to 1,048,576 tokens.

Which can read images, PDFs, audio or video?

GPT-5.2 accepts text and images; Inkling accepts text, images and audio. Inkling handles the widest range of inputs.

Are any of these open source?

Inkling publishes its weights (Apache-2.0) and can be self-hosted; GPT-5.2 is proprietary.

Which is newer?

Inkling is the newest, released Jul 15, 2026. GPT-5.2 came out Dec 11, 2025. Knowledge cutoff: GPT-5.2 Aug 31, 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.