GPT-6 Astra vs GPT-6.1 Sol

Lower and Larger mark one number at a time; they don’t rank the models. How well a model does depends on your task; see Benchmarks for measured results.

DetailGPT-6 Astraopenai/gpt-6-astraGPT-6.1 Solopenai/gpt-6.1-sol
Makeropenaiopenai
KindChatChat
Input per 1M tokens$10.50$2.10 Lower
Cached input per 1M tokens$1.05$0.105
Cache write per 1M tokens$13.125$2.625
Output per 1M tokens$52.50$10.50 Lower
Context window1,050,000 tokens1,050,000 tokens
Max output128,000 tokens128,000 tokens
CapabilitiesReasoning, tool use, vision, file input, web search, fastReasoning, tool use, vision, file input, web search, fast
TakesText, image, pdfText, image, pdf
ReturnsTextText
Zero data retentionNot on every providerNot on every provider
No training on requestsYes, on every providerYes, on every provider
Released2026-09-042026-09-29

Example costs

Example requests, priced at today’s rates with no cached input.

Example requestGPT-6 AstraGPT-6.1 Sol
1,000 tokens in, 200 out$0.021$0.0042
10,000 tokens in, 1,000 out$0.1575$0.0315
100,000 tokens in, 4,000 out$1.26$0.252