GPT-6 Astra vs GPT-6 Sol
At a Glance
| Compare |  GPT-6 AstraOpenAI | GPT-6 SolOpenAI |
|---|---|---|
| Intelligence, Cost, and Efficiency | ||
| IntelligenceHigher is better · MM Intelligence v4.4 | #6 of 5784.6 score · 3/3 sources · complete | UnrankedNot in the 57-model eligible cohort |
| CostLower is better · Published-token output estimate | #26 of 27$0.520 per LiveBench case | UnrankedNot in the 27-model eligible cohort |
| EfficiencyHigher is better · MM Efficiency v1.9 | #18 of 2746.1 score · 3/3 sources · complete | UnrankedNot in the 27-model eligible cohort |
| Pricing and Limits | ||
| Input priceFrom · USD / 1M tokens | $10.00Openai ↗ · Sep 4, 2026 | $2.00Openai ↗ · Sep 22, 2026 |
| Output priceFrom · USD / 1M tokens | $50.00Openai ↗ · Sep 4, 2026 | $10.00Openai ↗ · Sep 22, 2026 |
| Context windowMaximum documented tokens | 1,050K | 1,050K |
| Model facts checked | Sep 4, 2026View model evidence → | Sep 22, 2026View model evidence → |
Token prices are the lowest available sourced USD rates; input and output may use different providers. Cost ranking estimates output spend on LiveBench, not a full request bill. Ranking methodology →
Available Benchmarks
| Benchmark | GPT-6 Astra | GPT-6 Sol |
|---|---|---|
| ARC-AGI-1verified-v1-613c385b0c93 · verified_score · leader | 98.50100% of row best · percent · GPT-6 Astra (XHigh) | 95.5097% of row best · percent · GPT-6 Sol (Max) |
| ARC-AGI-2verified-v2-be40992860f9 · verified_score · leader | 95.00100% of row best · percent · GPT-6 Astra (Max) | 89.5894% of row best · percent · GPT-6 Sol (Max) |
| LMArena Search Arenasearch-2026-10-13-a64ca3b12b6e · arena_rating · leader | 1,233.62100% of row best · rating · gpt-6-astra-max; 95% CI [1225.77363708, 1241.45798456]; votes 18483; rank 7 | 1,174.9195% of row best · rating · gpt-6-sol-max; 95% CI [1167.83636087, 1181.98711987]; votes 11313; rank 26 |
| LMArena Text Arenatext-2026-10-15-a64ca3b12b6e · arena_rating · leader | 1,442.69100% of row best · rating · gpt-6-astra-max; 95% CI [1436.40189535, 1448.98654490]; votes 12163; rank 69 | 1,398.0297% of row best · rating · gpt-6-sol-max; 95% CI [1391.69518333, 1404.34476736]; votes 12466; rank 156 |
| LiveBench2026-06-25-90f8d44da965 · overall · leader | 86.47100% of row best · percent · gpt-6-astra-max · 10,407 output tokens / case | 83.8397% of row best · percent · gpt-6-sol-max · 17,131 output tokens / case |
| ToneBench2026-10-17-10-task-e9c76358afb2 · overall_score · unverified | 82.3299% of row best · points · GPT-6 Astra (max) · 20,449 output tokens / case | 83.52100% of row best · points · GPT-6 Sol (max) · 10,008 output tokens / case |
| Overall ResultCounted from the protocol-matched rows above | 5 benchmark winsOverall lead | 0 benchmark wins |
Third-party benchmark Only like-for-like primary-publisher results are shown; raw scores, relative scores, configuration, and token spend remain visible.
Side-by-Side Facts
| Field | GPT-6 Astra | GPT-6 Sol |
|---|---|---|
| Developer | OpenAI | OpenAI |
| Family | Gpt 6 | Gpt 6 |
| Model | GPT-6 Astra | GPT-6 Sol |
| Version | GPT-6 Astra | GPT-6 Sol |
| Lifecycle | active | active |
| Released | 2026-09-03 | 2026-09-22 |
| Knowledge cutoff | 2026-04-30 | 2026-04-20 |
| Input modalities | Text, Image | Text, Image |
| Output modalities | Text | Text |
| Context window | 1,050K | 1,050K |
| Total parameters | Unknown | Unknown |
| Active parameters | Unknown | Unknown |
| License | Unknown | Unknown |
| Open weights | No | No |
| API available | Yes | Yes |
| Self-hostable | No | No |
| Provider access | Openai (Standard), Openrouter (Standard) | Openai (Standard), Openrouter (Standard) |
| Capabilities | chat, computer-use, generation, reasoning, research, tools | chat, computer-use, generation, reasoning, tools |
| Default snapshot | Unknown | gpt-6-sol |
| Maximum input tokens | Unknown | 922000 |
| Reasoning effort | Unknown | none, low, medium, high, xhigh, max |
| Supported API routes | Unknown | v1/responses, v1/chat/completions, v1/batch |
GPT-6 Astra Capabilities
GPT-6 Sol Capabilities
Related Comparisons
All image comparisons →| A | Pair | B | Context |
|---|---|---|---|
GPT-5.6 SolOpenAI | vs | GPT-6 AstraOpenAI | family variantsimage, text |
Claude Fable 5.1Anthropic | vs | GPT-6 AstraOpenAI | cross-developer peersimage, text |
GPT-6 AstraOpenAI | vs | Grok 4.6xAI | cross-developer peersimage, text |
Claude Opus 5.5Anthropic | vs | GPT-6 AstraOpenAI | cross-developer peersimage, text |
 DeepSeek-V4-ProDeepSeek | vs | GPT-6 AstraOpenAI | cross-developer peerstext |
 Gemini 3.8 FlashGoogle DeepMind | vs | GPT-6 AstraOpenAI | cross-developer peerstext |
GPT-5.6 TerraOpenAI | vs | GPT-6 AstraOpenAI | family variantsimage, text |
GPT-6 AstraOpenAI | vs | GPT-6.1 SolOpenAI | family variantsimage, text |
GPT-6 AstraOpenAI | vs | Grok 4.7xAI | cross-developer peersimage, text |
GPT-6 AstraOpenAI | vs |  MiMo-V2.6-ProXiaomi | cross-developer peersimage, text |
Gemini Deep Research MaxGoogle DeepMind | vs | GPT-6 AstraOpenAI | cross-developer peerstext |
Gemini Deep ResearchGoogle DeepMind | vs | GPT-6 AstraOpenAI | cross-developer peerstext |
Primary Evidence
Sources and Freshness
Questions
GPT-6 Astra vs GPT-6 Sol FAQs
Is GPT-6 Astra or GPT-6 Sol better for coding?+
This comparison does not currently contain a protocol-matched coding benchmark for both GPT-6 Astra and GPT-6 Sol, so Model Markets cannot name a coding leader from pricing, context size, or capability labels alone.
Which is cheaper, GPT-6 Astra or GPT-6 Sol?+
GPT-6 Astra is $10.00 and GPT-6 Sol is $2.00 per million tokens, so GPT-6 Sol is cheaper on this metric. GPT-6 Astra is $50.00 and GPT-6 Sol is $10.00 per million tokens, so GPT-6 Sol is cheaper on this metric.
Which has a larger context window, GPT-6 Astra or GPT-6 Sol?+
Both models have the same sourced context window: 1,050,000 tokens each.
Which performs better in benchmarks, GPT-6 Astra or GPT-6 Sol?+
GPT-6 Astra leads the current overall benchmark count. The result uses 5 protocol-matched benchmarks from 3 publishers; it is not a universal quality score.
Can GPT-6 Astra or GPT-6 Sol be self-hosted?+
Both models have the same sourced self-hosting status: unsupported. GPT-6 Astra is not marked open weight; GPT-6 Sol is not marked open weight.
Can GPT-6 Astra and GPT-6 Sol understand images?+
GPT-6 Astra is documented with image input; GPT-6 Sol is documented with image input. This reflects supported input modalities, not vision quality.
Which can generate longer answers, GPT-6 Astra or GPT-6 Sol?+
Both models have the same sourced maximum output: 128,000 tokens each.
Do GPT-6 Astra and GPT-6 Sol support reasoning and tool use?+
GPT-6 Astra: reasoning, tool calling, and image input. GPT-6 Sol: reasoning, tool calling, and image input. Feature support does not establish relative quality.
Which is available from more inference providers, GPT-6 Astra or GPT-6 Sol?+
GPT-6 Astra has 2 sourced provider routes; GPT-6 Sol has 2, a tie.
Which offers better value, GPT-6 Astra or GPT-6 Sol?+
There is no universal value winner. Compare the input and output prices above with the matched benchmark result for your workload: cheaper tokens can be offset by different quality, token usage, latency, or provider availability.