GPT-6.1 Sol is now available in CRHQ

OpenAI's upgraded Sol comes close to GPT-6 Astra on coding, computer use and professional work at a fifth of Astra's price. Now in the model picker on your CRHQ server.

GPT-6.1 Sol is now selectable on your CRHQ server. It is OpenAI's upgrade to GPT-6 Sol, and it brings near-Astra results on coding, computer use and professional work to Sol's everyday price.

GPT-6.1 Sol selected in the CRHQ model picker, next to GPT-6 Astra and GPT-6 Sol.

Near-Astra results at a fifth of the price

OpenAI published each result as a score and a cost per task at five reasoning settings, from low to max. The chart shows each model's best score across those settings, together with what that run cost.

Best score across reasoning settings (higher is better)
GPT-6.1 SolGPT-6 AstraGPT-6 Sol
DeepSWE v1.1
Long, real software engineering tasks
GPT-6.1 Sol75.2%$0.65 per task
GPT-6 Astra74.1%$4.43 per task
GPT-6 Sol68.8%$2.74 per task
OSWorld 2.0 (offline set)
Long computer-use workflows
GPT-6.1 Sol71.4%$1.27 per task
GPT-6 Astra73.5%$9.44 per task
GPT-6 Sol64.4%$3.37 per task
GDP.pdf
Professional questions about complex PDFs
GPT-6.1 Sol32.0%$0.35 per task
GPT-6 Astra32.2%$1.91 per task
GPT-6 Sol28.0%$0.35 per task
AutomationBench
Multi-step business workflows across 47 tools
GPT-6.1 Sol36.1%$0.30 per task
GPT-6 Astra41.4%$1.73 per task
GPT-6 Sol33.2%$0.27 per task
Terminal-Bench Science 0.1
Scientific research workflows in a terminal
GPT-6.1 Sol57.0%$5.47 per task
GPT-6 Astra68.1%$23.80 per task
GPT-6 Sol27.6%$12.18 per task
Near-Astra results. GPT-6.1 Sol edges out GPT-6 Astra on DeepSWE, is level on GDP.pdf and within about two points on computer use, at a fraction of the cost per task. GPT-6 Astra keeps a clear lead on business workflows and scientific research.
Source: OpenAI, Introducing GPT-6.1 Sol. Each bar is the model's best score across the reasoning settings OpenAI tested; the cost is what OpenAI reports per task for that run. Scale 0 to 100%.
BenchmarkGPT-6.1 SolGPT-6 AstraGPT-6 Sol
DeepSWE v1.175.2% ($0.65 per task)74.1% ($4.43 per task)68.8% ($2.74 per task)
OSWorld 2.0 (offline set)71.4% ($1.27 per task)73.5% ($9.44 per task)64.4% ($3.37 per task)
GDP.pdf32.0% ($0.35 per task)32.2% ($1.91 per task)28.0% ($0.35 per task)
AutomationBench36.1% ($0.30 per task)41.4% ($1.73 per task)33.2% ($0.27 per task)
Terminal-Bench Science 0.157.0% ($5.47 per task)68.1% ($23.80 per task)27.6% ($12.18 per task)

The standout is DeepSWE, which tests long software engineering tasks in real codebases: GPT-6.1 Sol scores 75.2%, just ahead of GPT-6 Astra, at about a fifth of the cost per task. On computer use it lands within about two points of Astra, and on scientific workflows it more than doubles GPT-6 Sol.

OpenAI is also clear about where Astra still wins: GPT-6 Astra has the highest score on Terminal-Bench Science, and OpenAI recommends it for the most difficult scientific research. Our suggestion is to use GPT-6.1 Sol as your everyday GPT model and keep Astra for the hardest problems.

GPT-6.1 Sol also makes fewer factual mistakes. On a deliberately difficult set of prompts, its share of answers with a factual error drops from 11.4% to 7.7% at low reasoning effort, compared with GPT-6 Sol.

Pricing

Price per 1M tokens (lower is better)
GPT-6.1 SolGPT-6 AstraGPT-6 Sol
Input
Per 1M input tokens
GPT-6.1 Sol$2.00
GPT-6 Astra$10.00
GPT-6 Sol$2.00
Cached input
Per 1M cached input tokens
GPT-6.1 Sol$0.10
GPT-6 Astra$1.00
GPT-6 Sol$0.20
Output
Per 1M output tokens
GPT-6.1 Sol$10.00
GPT-6 Astra$50.00
GPT-6 Sol$10.00
A fifth of Astra's price. GPT-6.1 Sol keeps GPT-6 Sol's $2 in and $10 out, and halves the price of cached input to $0.10, which adds up for agents that reuse the same context turn after turn.
Source: OpenAI API pricing for GPT-6.1 Sol, GPT-6 Astra and GPT-6 Sol, standard tier. Each panel is scaled to its own highest price.
Per 1M tokensGPT-6.1 SolGPT-6 AstraGPT-6 Sol
Input$2.00$10.00$2.00
Cached input$0.10$1.00$0.20
Output$10.00$50.00$10.00

GPT-6.1 Sol has a context window of about 1 million tokens, can write up to 128,000 tokens in one reply, and has a knowledge cutoff of April 2026. These are equivalent token values based on OpenAI's published rates. Actual billing runs through your own OpenAI or Codex plan.

How to use it

  1. Start a new session, or edit an agent's default model.
  2. Choose provider Codex.
  3. Pick GPT-6.1 Sol from the dropdown. You will find it right after GPT-6 Astra.
  4. Send your message as normal. Artifacts, skills and tools all work the same way.

In CRHQ, GPT-6.1 Sol starts at extra-high reasoning effort, our default for Sol models. Per-turn cost appears in each session's Costs tab.

GPT-6.1 Sol needs Codex connected to an OpenAI Plus, Pro, Business, Enterprise or Edu plan. On Enterprise and Edu, an admin has to switch it on in OpenAI first.

Availability

FactValue
AvailabilityEvery CRHQ server with Codex connected to an eligible OpenAI plan
Live since2026-09-30
ProviderCodex (OpenAI)
Pricing$2 in / $10 out per 1M tokens; cached input $0.10
Client action requiredNone on Plus, Pro and Business; Enterprise and Edu admins switch it on in OpenAI first