Model comparison
GPT-5.5 Instant vs Inkling-Small
Inkling-Small is the stronger model overall, scoring 46.5 to 42.5 on the Noometry Index.
Last verified . 26 shared benchmarks.
Summary
- They share 26 benchmarks with published results for both. GPT-5.5 Instant scores higher in 7 categories and Inkling-Small in 2 categories; 4 gaps are clear of the uncertainty.
- The widest gap is in math, where Inkling-Small leads 44.9 to 26.1.
- The biggest single-benchmark swing is OTIS Mock AIME 2024-2025: 68.1% for GPT-5.5 Instant and 90% for Inkling-Small.
- Inkling-Small has downloadable open weights; the other is API-only.
Side by side
| GPT-5.5 Instant | Inkling-Small | |
|---|---|---|
| Provider | OpenAI | Thinking Machines Lab |
| Noometry Index | 42.5 | 46.5 |
| Released | 2026-05-05 | 2026-07-15 |
| Weights | Proprietary | Open |
| Context window | — | 524K |
| Max output | — | 1.05M |
| Input $ / M tokens | — | $0.45 |
| Output $ / M tokens | — | $1.20 |
| Results tracked | 27 | 33 |
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Category by category
Coding Too close to call
GPT-5.5 Instant: 43.7 (#73), Inkling-Small: 43.3 (#80)
| Benchmark | GPT-5.5 Instant | Inkling-Small |
|---|---|---|
| SciCode | 48.6% | 48.7% |
| LMArena Coding | 1433 | 1451 |
| LMArena WebDev | — | 1408 |
Reasoning Inkling-Small leads
GPT-5.5 Instant: 24.2 (#149), Inkling-Small: 39.0 (#53)
| Benchmark | GPT-5.5 Instant | Inkling-Small |
|---|---|---|
| CritPt | 0% | 8.3% |
| Chess Puzzles | 12% | 18% |
| LMArena Hard Prompts | 1426 | 1424 |
| Epoch Capabilities Index | 142.48 | 150.13 |
| ARC-AGI-2 | — | 40.1% |
| ARC-AGI-1 | — | 84% |
| Mystery Game Puzzles | — | 6% |
Math Inkling-Small leads
GPT-5.5 Instant: 26.1 (#241), Inkling-Small: 44.9 (#65)
| Benchmark | GPT-5.5 Instant | Inkling-Small |
|---|---|---|
| FrontierMath (Tiers 1-3) | 26.3% | 46.3% |
| FrontierMath Tier 4 | 2.4% | 17.1% |
| OTIS Mock AIME 2024-2025 | 68.1% | 90% |
| LMArena Math | 1420 | 1453 |
| ProofBench | — | 6% |
Knowledge Too close to call
GPT-5.5 Instant: 48.9 (#68), Inkling-Small: 48.3 (#71)
| Benchmark | GPT-5.5 Instant | Inkling-Small |
|---|---|---|
| GPQA Diamond | 82.5% | 88.5% |
| LMArena Expert | 1409 | 1442 |
| SimpleQA Verified | — | 19.1% |
Multimodal Too close to call
GPT-5.5 Instant: 39.3 (#48), Inkling-Small: 38.4 (#59)
| Benchmark | GPT-5.5 Instant | Inkling-Small |
|---|---|---|
| LMArena Vision | 1250 | 1235 |
| LMArena Document | 1403 | — |
Multilingual GPT-5.5 Instant leads
GPT-5.5 Instant: 53.0 (#76), Inkling-Small: 51.7 (#102)
| Benchmark | GPT-5.5 Instant | Inkling-Small |
|---|---|---|
| LMArena Non-English | 1417 | 1400 |
| LMArena Chinese | 1457 | 1458 |
| LMArena French | 1428 | 1438 |
| LMArena German | 1410 | 1412 |
| LMArena Japanese | 1408 | 1399 |
| LMArena Korean | 1393 | 1355 |
| LMArena Russian | 1430 | 1392 |
| LMArena Spanish | 1430 | 1426 |
Instruction Following Too close to call
GPT-5.5 Instant: 74.4 (#94), Inkling-Small: 73.9 (#112)
| Benchmark | GPT-5.5 Instant | Inkling-Small |
|---|---|---|
| LMArena Instruction Following | 1407 | 1397 |
Long Context Too close to call
GPT-5.5 Instant: 43.4 (#92), Inkling-Small: 42.7 (#113)
| Benchmark | GPT-5.5 Instant | Inkling-Small |
|---|---|---|
| LMArena Longer Query | 1422 | 1401 |
Writing & Preference GPT-5.5 Instant leads
GPT-5.5 Instant: 62.0 (#81), Inkling-Small: 59.8 (#102)
| Benchmark | GPT-5.5 Instant | Inkling-Small |
|---|---|---|
| LMArena Text | 1419 | 1413 |
| LMArena Creative Writing | 1420 | 1330 |
| LMArena Multi-Turn | 1434 | 1420 |
| EQ-Bench Creative Writing | — | 1491 |
Frequently asked questions
Is GPT-5.5 Instant better than Inkling-Small?
Inkling-Small is the stronger model overall, scoring 46.5 to 42.5 on the Noometry Index.
Is GPT-5.5 Instant or Inkling-Small better for coding?
They score almost the same on coding (43.7 vs 43.3); test both on your own repository before choosing.
How many benchmarks do GPT-5.5 Instant and Inkling-Small share?
26 benchmarks have published results for both models. GPT-5.5 Instant has 27 scored results on Noometry and Inkling-Small has 33.