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All comparisons · Prices checked 2026-10-01
GPT-6 Sol vs GPT-6 Astra: API cost comparison
For a typical chatbot reply, GPT-6 Sol costs $0.0070 and GPT-6 Astra costs $0.035 per request: GPT-6 Sol is 5.0× cheaper. GPT-6 Sol is cheaper in every workload below.
API prices
| GPT-6 Sol | GPT-6 Astra | |
|---|---|---|
| Maker | OpenAI | OpenAI |
| Input / 1M tokens | $2 | $10 |
| Output / 1M tokens | $10 | $50 |
| Output vs input price | 5.0× | 5.0× |
| Context window | 922K tokens | 922K tokens |
| Tokens for the same English text | baseline (GPT o200k count) | baseline (GPT o200k count) |
Cost by workload
| Workload (per 1,000 requests) | GPT-6 Sol | GPT-6 Astra | Cheaper |
|---|---|---|---|
| Chatbot reply short question plus some chat history · 1,500 in / 400 out | $7.00 | $35.00 | GPT-6 Sol 5.0× cheaper |
| Document Q&A (RAG) retrieved passages plus a question · 8,000 in / 500 out | $21.00 | $105 | GPT-6 Sol 5.0× cheaper |
| Coding agent step large working context, short edit · 25,000 in / 800 out | $58.00 | $290 | GPT-6 Sol 5.0× cheaper |
| Summarize a long report long input, short summary · 20,000 in / 300 out | $43.00 | $215 | GPT-6 Sol 5.0× cheaper |
| Write an article short brief, long draft · 800 in / 2,000 out | $21.60 | $108 | GPT-6 Sol 5.0× cheaper |
GPT-6 Sol is cheaper on both input and output, so it costs less for every kind of request. The gap is 5.0× on input and 5.0× on output.
Monthly cost
| Monthly volume | GPT-6 Sol | GPT-6 Astra |
|---|---|---|
| 10,000 chatbot replies / month | $70.00 | $350 |
| 100,000 chatbot replies / month | $700 | $3,500 |
| 1,000,000 chatbot replies / month | $7,000 | $35,000 |
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Token counts are for English text measured with GPT's tokenizer; each model's own tokenizer difference is applied automatically.
Questions
Which is cheaper, GPT-6 Sol or GPT-6 Astra?
For a typical chatbot reply (1,500 input and 400 output tokens), GPT-6 Sol costs $0.0070 and GPT-6 Astra costs $0.035 per request, so GPT-6 Sol is 5.0× cheaper. GPT-6 Sol is cheaper in every workload below.
How much do GPT-6 Sol and GPT-6 Astra cost per million tokens?
GPT-6 Sol costs $2 per 1M input tokens and $10 per 1M output tokens. GPT-6 Astra costs $10 input and $50 output. Prices checked 2026-10-01.
Do both models count the same text as the same number of tokens?
No. Each model family has its own tokenizer, so the same text can be a different number of tokens. The costs on this page already include that difference (estimated from GPT's tokenizer).
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Open the token counter →Standard API list prices, short-context tier, no caching or batch discounts. Prices change; check each provider's pricing page before large jobs.