Model comparison
GPT-5.2 Pro vs Inkling
GPT-5.2 Pro is the stronger model overall, scoring 52.2 to 44.1 on the Noometry Index. Inkling costs 22× less per token, which makes it the better buy when GPT-5.2 Pro's lead doesn't matter for your workload.
Last verified . 6 shared benchmarks.
Summary
- They share 6 benchmarks with published results for both. GPT-5.2 Pro scores higher in 2 categories and Inkling in 0 categories; 2 gaps are clear of the uncertainty.
- The widest gap is in math, where GPT-5.2 Pro leads 64.8 to 31.2.
- The biggest single-benchmark swing is FrontierMath Tier 4: 46% for GPT-5.2 Pro and 4.9% for Inkling.
- Inkling is cheaper at $1.87 / $4.68 per million input/output tokens, against $21 / $168 for GPT-5.2 Pro.
- GPT-5.2 Pro accepts more context: 400K tokens versus 66K.
- Inkling has downloadable open weights; the other is API-only.
Side by side
| GPT-5.2 Pro | Inkling | |
|---|---|---|
| Provider | OpenAI | Thinking Machines Lab |
| Noometry Index | 52.2 | 44.1 |
| Released | 2025-12-11 | 2026-07-15 |
| Weights | Proprietary | Open |
| Context window | 400K | 66K |
| Max output | 128K | 66K |
| Input $ / M tokens | $21 | $1.87 |
| Output $ / M tokens | $168 | $4.68 |
| Results tracked | 8 | 41 |
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Category by category
Coding Not comparable
GPT-5.2 Pro: —, Inkling: 34.1 (#229)
| Benchmark | GPT-5.2 Pro | Inkling |
|---|---|---|
| FrontierCode | — | 14% |
| LMArena WebDev | — | 1412 |
| FrontierSWE | — | 4.1% |
| SciCode | — | 47% |
| WeirdML | — | 32.3% |
| LMArena Coding | — | 1463 |
| ALE-Bench | — | 946 |
Agentic & Tool Use Not comparable
GPT-5.2 Pro: —, Inkling: 29.5 (#76)
| Benchmark | GPT-5.2 Pro | Inkling |
|---|---|---|
| APEX-Agents | — | 33.8% |
| τ²-bench Banking | — | 25% |
Reasoning GPT-5.2 Pro leads
GPT-5.2 Pro: 51.8 (#31), Inkling: 40.6 (#48)
| Benchmark | GPT-5.2 Pro | Inkling |
|---|---|---|
| ARC-AGI-2 | 54.2% | 36.5% |
| SimpleBench | 57.4% | 50% |
| ARC-AGI-1 | 90.5% | 79.5% |
| Epoch Capabilities Index | 155.41 | 148.6 |
| NYT Connections (extended) | 79.3% | — |
| CritPt | — | 5.4% |
| Chess Puzzles | — | 21% |
| LMArena Hard Prompts | — | 1452 |
| DTBench | — | 87.5% |
| LMCA | — | 37.6% |
Math GPT-5.2 Pro leads
GPT-5.2 Pro: 64.8 (#23), Inkling: 31.2 (#198)
| Benchmark | GPT-5.2 Pro | Inkling |
|---|---|---|
| FrontierMath (Tiers 1-3) | 74% | 33.3% |
| FrontierMath Tier 4 | 46% | 4.9% |
| OTIS Mock AIME 2024-2025 | — | 88.9% |
| ProofBench | — | 0% |
| LMArena Math | — | 1482 |
| FrontierMath Tier 4 (v1) | 31.3% | — |
Knowledge Not comparable
GPT-5.2 Pro: —, Inkling: 55.2 (#44)
| Benchmark | GPT-5.2 Pro | Inkling |
|---|---|---|
| GPQA Diamond | — | 88.3% |
| SimpleQA Verified | — | 40.3% |
| LMArena Expert | — | 1468 |
Multilingual Not comparable
GPT-5.2 Pro: —, Inkling: 54.2 (#49)
| Benchmark | GPT-5.2 Pro | Inkling |
|---|---|---|
| LMArena Non-English | — | 1434 |
| LMArena Chinese | — | 1495 |
| LMArena French | — | 1453 |
| LMArena German | — | 1456 |
| LMArena Japanese | — | 1428 |
| LMArena Korean | — | 1401 |
| LMArena Russian | — | 1430 |
| LMArena Spanish | — | 1442 |
Instruction Following Not comparable
GPT-5.2 Pro: —, Inkling: 75.3 (#65)
| Benchmark | GPT-5.2 Pro | Inkling |
|---|---|---|
| LMArena Instruction Following | — | 1427 |
Long Context Not comparable
GPT-5.2 Pro: —, Inkling: 43.9 (#79)
| Benchmark | GPT-5.2 Pro | Inkling |
|---|---|---|
| LMArena Longer Query | — | 1436 |
Writing & Preference Not comparable
GPT-5.2 Pro: —, Inkling: 65.5 (#48)
| Benchmark | GPT-5.2 Pro | Inkling |
|---|---|---|
| LMArena Text | — | 1443 |
| LMArena Creative Writing | — | 1390 |
| EQ-Bench Creative Writing | — | 1611 |
| EQ-Bench 4 | — | 1226 |
| LMArena Multi-Turn | — | 1436 |
Frequently asked questions
Is GPT-5.2 Pro better than Inkling?
GPT-5.2 Pro is the stronger model overall, scoring 52.2 to 44.1 on the Noometry Index. Inkling costs 22× less per token, which makes it the better buy when GPT-5.2 Pro's lead doesn't matter for your workload.
Which is cheaper, GPT-5.2 Pro or Inkling?
Inkling is cheaper. It lists at $1.87 per million input tokens and $4.68 per million output tokens; GPT-5.2 Pro lists at $21 and $168.
Which has the bigger context window?
GPT-5.2 Pro does, with 400K tokens against 66K.
How many benchmarks do GPT-5.2 Pro and Inkling share?
6 benchmarks have published results for both models. GPT-5.2 Pro has 8 scored results on Noometry and Inkling has 41.