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Model guide

GPT-6 Sol: verified specs and what changed in 6.1

Sol was the everyday reasoning model of the first GPT-6 release. GPT-6.1 Sol replaced it on September 29, 2026 at the same list price; this page keeps GPT-6 Sol's verified data and the cases where it is still the right pin.

Quick answer

GPT-6 Sol is the Sol model OpenAI released with Astra and Luna on September 3, 2026: $2 in / $10 out per MTok, a 1.05M-token context, and reasoning effort from none to max. OpenAI's docs now point to GPT-6.1 Sol as the newer Sol, with cached input at $0.10 instead of $0.20. Start new work on 6.1 Sol, and keep GPT-6 Sol where a workload depends on effort none or was validated on it.
Released
September 3, 2026
Superseded by
GPT-6.1 Sol (September 29, 2026)
API model
gpt-6-sol
Price
$2 in / $10 out per MTok; $0.20 cached input
Context
1,050,000 tokens (128K max output)
Reasoning effort
none to max
01

GPT-6 Sol: verified facts

FieldVerified value
VendorOpenAI
ReleaseSeptember 3, 2026
API identifiergpt-6-sol
Input / output price$2 in / $10 out per MTok
Cache / long-context pricing$0.20 cached input; long-context rates apply above 272K input tokens
Context / max output1,050,000 tokens (128K max output)
Knowledge cutoffApril 20, 2026
Reasoning effortnone, low, medium, high, xhigh, max
AvailabilityStill selectable in Codex; OpenAI now points to GPT-6.1 Sol as the newer Sol model

Every number on this page was checked against the linked vendor documentation on September 30, 2026. Prices are API list prices per million tokens; product subscriptions and regional availability are separate.

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02

What changed in GPT-6.1 Sol

GPT-6 SolGPT-6.1 Sol
ReleasedSeptember 3, 2026September 29, 2026
Input / output$2 in / $10 out per MTok$2 in / $10 out per MTok
Cached input$0.20 (10% of input)$0.10 (5% of input)
Reasoning effortnone to maxlow to max
Knowledge cutoffApril 20, 2026April 30, 2026
Tool callingResponses API, or Chat Completions with effort noneResponses API

The list price did not move, so the cached-input cut is the change a long agent session feels, because every turn resends a growing prompt prefix and that prefix is what caching discounts. Moving over has one trap: 6.1 Sol accepts neither none nor minimal, so a config pinned to none should move to low, and Chat Completions tool calls should move to the Responses API. The full model page is GPT-6.1 Sol for coding, and the Codex-side choice, including reasoning effort, is in the best Codex model guide.

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Where GPT-6 Sol fits now

OpenAI built Sol for demanding reasoning and everyday complex coding. GPT-6 Sol shares Astra's 1.05M-token context and 128K maximum output at $2/$10 per million tokens against Astra's $10/$50. That everyday role now belongs to GPT-6.1 Sol, OpenAI's recommended Codex model. GPT-6 Sol is the one to keep in three cases:

Chat Completions tool calls

Chat Completions function calling requires reasoning effort none. GPT-6 Sol accepts it; 6.1 Sol does not, and its tool calling goes through the Responses API.

Workloads validated on it

If your evals were tuned on gpt-6-sol, re-run them on gpt-6.1-sol before switching. The list price is the same, so the decision is about behavior, not budget.

Workspaces still waiting

6.1 Sol is rolling out to Plus, Pro, Business, Enterprise and Edu, and Enterprise and Edu admins must enable it. Until it reaches your workspace, GPT-6 Sol is still selectable in Codex.
StrengthsTrade-offs
One fifth of Astra's base token priceLess capable than Astra on OpenAI's model-selection ladder
1.05M-token context and 128K maximum outputChat Completions function calling requires reasoning effort none
Supports reasoning from none through max in the Responses APIRequests above 272K input tokens use higher long-context rates
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Published benchmarks

BenchmarkScoreSource / caveat
FrontierCode v1.1 (main)49.3%Anthropic Sonnet 5.5 launch table, Opus 5.5: 54.4%; Sonnet 5.5: 52.1% at xhigh
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Official sources

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