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GPT-6 Astra vs Motif-3
GPT-6 Astra (OpenAI) and Motif-3 (Motif Technologies) compared on benchmarks, pricing, context window, and use-case rankings.
- GPT-6 Astra ranks higher for coding (93th vs 32th percentile).
| Attribute | GPT-6 Astra | Motif-3 |
|---|---|---|
| Scores | ||
| Intelligence (ECI) | 169 | — |
| Coding | 93 | 32 |
| Math | 91 | — |
| Reasoning & Knowledge | 98 | 48 |
| Agentic & Tools | 90 | — |
| Specifications | ||
| Developer | OpenAI | Motif Technologies |
| Family | GPT | — |
| Released | Sep 3, 2026 | Aug 7, 2026 |
| Parameters | — | 314B |
| Availability | API access | Open weights (unrestricted) |
| Context window | 1.1M | — |
| Price — $/M input | $10.00 | — |
| Price — $/M output | $50.00 | — |
| Inputs | file, image, text | — |
| Outputs | text | — |
| Benchmarks | ||
| AIME 2024/2025 | 100% | — |
| APEX | 65% | — |
| ARC-AGI | 99% | — |
| ARC-AGI-2 | 95% | — |
| GPQA Diamond | 96% | 83% |
| GSO (code optimization) | 79% | — |
| Humanity's Last Exam | 55% | 37% |
| SciCode | 56% | 42% |
| SimpleQA Verified | 76% | — |
| WebDev Arena | 1800 | — |
| WeirdML | 94% | — |
Use-case scores are 0–100 percentile composites across each area’s benchmarks, ranked against every model from the past year. Highlighted cells lead each row. Open a model for the full picture.
Frequently asked questions
Which is better for coding, GPT-6 Astra or Motif-3?
Across coding benchmarks like SWE-bench Verified and Terminal-Bench, GPT-6 Astra ranks higher — 93th vs 32th percentile among the models tracked on Model Beat.
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Benchmarks & model data from Epoch AI (CC BY); pricing & specs from OpenRouter. ECI = Epoch Capabilities Index.