GPT-5.5 Instant vs Inkling
Inkling comes out ahead, 59 to 51 on our weighted score, and it is the cheaper option too.
OpenAI
GPT-5.5 Instant
51/100- ECI142.5
- Price$5.00 / $30.00
- Context400K
- Our pick
Thinking Machines
Inkling
59/100- ECI148.6
- Price$3.74 / $9.36
- Context1.05M
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Make it a three-way comparison.
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)
| Measure | Weight | GPT-5.5 Instant | Inkling |
|---|---|---|---|
| CapabilityCapabilities Index (ECI) | 50% | 69 | 76 |
| Price | 25% | 0 | 16 |
| Inputs & features | 15% | 80 | 70 |
| Context window | 10% | 44 | 61 |
| Overall | 100% | 51/100 | 59/100 |
Every spec in one table
Highlighted cells lead their row. Dashes mean the data is not published.
| Specification | ||
|---|---|---|
| Capability | ||
| Capabilities Index (ECI) | 142.5 | 148.6 (best) |
| ECI rank | #89 of 148 | #57 of 148 (best) |
| GPQA DiamondGraduate-level science questions | 82.5% | 88.3% (best) |
| FrontierMath Tiers 1–3Research-level mathematics | 26.3% | 33.3% (best) |
| OTIS Mock AIME 2024–2025Competition mathematics | 68.1% | 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 rate | Same rate | Same rate |
| Price source | Median of 3 providers | Official Thinking Machines API |
| Limits | ||
| Context window | 400,000 tokens | 1,048,576 tokens (best) |
| Max output | 128,000 tokens | 1,048,576 tokens (best) |
| Inputs and features | ||
| Text | Yes | Yes |
| Images | Yes | Yes |
| PDFs | Yes | No |
| Audio | No | Yes |
| Video | No | No |
| Reasoning | Yes | Yeslow · medium · high · xhigh · max |
| Tool calling | Yes | Yes |
| Structured output | Yes | No |
| Availability | ||
| Weights | Proprietary | OpenApache-2.0 |
| API model ID | — | thinkingmachines/Inkling:peft:262144 |
| API providers | 3 | 23 (best) |
| Released | May 5, 2026 | Jul 15, 2026 |
| Knowledge cutoff | Dec 1, 2025 | — |
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
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.