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Home/GPT-6.1 Sol vs GPT-5.6 Sol
Winner: GPT-6.1 SolOpenAI model comparison

GPT-6.1 Sol vs GPT-5.6 Sol

GPT-6.1 Sol wins on coding (98 vs 97) and price ($2 vs $4/1M input). For most workflows, GPT-6.1 Sol is the stronger default — near-astra capability at sol pricing — openai's value pick.

Last verified Oct 10, 2026/Model data modified Oct 10, 2026
Rankings refresh dailyScored on 6 criteriaNo paid rankings
OpenAIBalanced
Input cost
$2.00/1M
Context
1.1M tokens
Speed
Balanced

Clear recommendation block

The safest GPT-6.1 Sol vs GPT-5.6 Sol default, the cheaper option worth trying first, and the specialist pick — before you read the detail below.

Best overall model

GPT-6.1 Sol

View
Why this recommendation

GPT-6.1 Sol is the strongest answer here for GPT-6.1 Sol vs GPT-5.6 Sol — pick it when quality of output matters more than the $2.00/1M/1M input you pay for it.

OpenAIBalanced
Best for
Agentic coding and computer use when Astra's price is hard to justify
Price
$2.00/1M
Context
1.1M tokens
Best value model

Claude Sonnet 5.5

View
Why this recommendation

Claude Sonnet 5.5 is the cheaper way in for GPT-6.1 Sol vs GPT-5.6 Sol, at $2.00/1M/1M input against GPT-6.1 Sol's $2.00/1M/1M.

AnthropicBalanced
Best for
Everyday feature work, bug fixing and polished documents at mid-tier pricing
Price
$2.00/1M
Context
1M tokens
Best for speed

GPT-5.6 Sol

View
Why this recommendation

GPT-5.6 Sol is the fastest of these for GPT-6.1 Sol vs GPT-5.6 Sol — worth it when latency is what the reader notices, not the last few points of reasoning depth.

OpenAIPremium
Best for
Frontier agentic coding, deep research, and hardest reasoning tasks
Price
$4.00/1M
Context
1.1M tokens

Why this page recommends it

GPT-6.1 Sol leads on coding with a score of 98 vs 97 for GPT-5.6 Sol.

GPT-6.1 Sol is cheaper at $2/1M input tokens vs $4/1M for GPT-5.6 Sol.

GPT-6.1 Sol is the stronger default for coding tasks.

Decision notes

Go with GPT-6.1 Sol if you want one model to handle coding and research — it targets agentic coding and computer use when Astra's price is hard to justify.

GPT-5.6 Sol earns its place when your work is mostly frontier agentic coding and deep research, even though it loses the overall count here.

Both models serve different primary workflows — GPT-6.1 Sol for agentic coding and computer use when Astra's price is hard to justify, GPT-5.6 Sol for frontier agentic coding and deep research — so running each where it has a clear edge often beats forcing one to do both.

Interactive decision lab

Test the recommendation against your priority

Switch the scoring lens to see whether the GPT-6.1 Sol vs GPT-5.6 Sol answer changes when cost, speed, or long-document depth leads the decision.

#1GPT-6.1 Sol92 pts
#2GPT-5.6 Sol89 pts
Quality first

GPT-6.1 Sol

OpenAI / Balanced / Oct 10, 2026

92

Near-Astra capability at Sol pricing — OpenAI's value pick.

Ranks models by the broadest mix of coding, writing, research, and long-context usefulness.

Cost
$2.00/1M
$10.00/1M out
Speed
Balanced
3/5 score
Context
1.1M tokens
input window
View model
Data-backed recommendation
Avoid this pick if

You need it inside ordinary ChatGPT chats today, or your prompts regularly pass 272K tokens where the rate doubles.

Recommended comparisons

Where the GPT-6.1 Sol vs GPT-5.6 Sol recommendation shifts once you weigh price or latency differently.

OpenAIBalancedWinner: GPT-6.1 Sol

GPT-6.1 Sol

Near-Astra capability at Sol pricing — OpenAI's value pick.

Best use case
Agentic coding and computer use when Astra's price is hard to justify
Input
$2.00/1M
Pricing
Balanced
Speed
Balanced
Context
1.1M tokens
CodingAgenticValue
OpenAIPremiumOption 2

GPT-5.6 Sol

Former OpenAI flagship — still strong on terminal coding, now behind GPT-6 Astra.

Best use case
Frontier agentic coding, deep research, and hardest reasoning tasks
Input
$4.00/1M
Pricing
Premium
Speed
Deliberate
Context
1.1M tokens
AgenticReasoningFlagship

Side-by-side specs

List prices and published scores — the numbers this page's pick is built from.

ModelInputOutputEst. monthContextSpeedCodingWritingResearch
GPT-6.1 SolOpenAI$2.00/1M$10.00/1M$401.1M tokensBalanced989497
GPT-5.6 SolOpenAI$4.00/1M$20.00/1M$801.1M tokensDeliberate979497

Scores out of 100 — how we evaluate models. “Est. month” is 10M in / 2M out at list price: a ceiling, no discounts.

The case for each model

Why each one is on the shortlist for GPT-6.1 Sol vs GPT-5.6 Sol, what it is genuinely good at, and where we would steer you away from it.

GPT-6.1 Sol

Winner: GPT-6.1 SolOpenAI

Ranked first here for GPT-6.1 Sol vs GPT-5.6 Sol: 98/100 on coding, with the widest margin of anything in this line-up.

OpenAI's September 29, 2026 DevDay release — a Sol-tier reasoning model that OpenAI says comes close to GPT-6 Astra on agentic coding, computer use and professional work at one fifth of Astra's price.

Input
$2.00/1M
Output
$10.00/1M
Context
1.1M tokens
Speed
Balanced

What people actually use it for

  • Coding agents in Codex that need near-Astra quality at Sol pricing
  • Computer-use and browser automation run at volume
  • Professional knowledge work — reports, analysis, document review — in ChatGPT Work

Where it wins

  • $2/$10 per 1M against Astra's $10/$50, with cached input at $0.10/1M
  • Artificial Analysis puts it one point below Astra on its Intelligence Index, at under a quarter of Astra's cost per task
  • 1.05M context and 128K output, with an Ultrafast tier for latency-bound work

Where it falls down

  • Prompts above 272K input tokens are billed at $4/$15
  • At launch it was available in ChatGPT Work and Codex, not in regular ChatGPT conversations

Skip it if

You need it inside ordinary ChatGPT chats today, or your prompts regularly pass 272K tokens where the rate doubles.

Our verdict

OpenAI's best value for serious work. GPT-6.1 Sol replaces both GPT-6 Sol and, for most teams, GPT-6 Astra: independent testing has it a point behind Astra at a fifth of the list price. Pick Astra only when the last point of capability is worth five times the bill.

Full pricing, benchmark table and release notes on the GPT-6.1 Sol page.

GPT-5.6 Sol

OpenAI

The fastest model in this shortlist for GPT-6.1 Sol vs GPT-5.6 Sol. Pick it when turnaround is what your readers or users notice.

The flagship of OpenAI's GPT-5.6 family — its most capable reasoning and agentic-coding model, with an 'ultra' mode that spawns sub-agents for long autonomous workflows.

Input
$4.00/1M
Output
$20.00/1M
Context
1.1M tokens
Speed
Deliberate

What people actually use it for

  • Tool-heavy terminal coding — 88.8% on Terminal-Bench 2.1 (91.9% in ultra mode, a state of the art)
  • Agentic web research at 90.4% BrowseComp with top-tier GPQA Diamond science reasoning (94.6%)
  • Long autonomous workflows using ultra mode's sub-agent orchestration

Where it wins

  • Terminal-Bench 2.1 leader at 88.8% (91.9% ultra) — the top OpenAI agentic-coding result
  • 94.6% GPQA Diamond and 90.4% BrowseComp — frontier science reasoning and agentic browsing
  • Artificial Analysis Coding Agent Index leader at 80 points, near Fable 5 intelligence at roughly one-third the cost

Where it falls down

  • Trails Claude Opus 5 badly on repository-level engineering (SWE-bench Pro 64.6% vs 79.2%)
  • Long-context surcharge ($10/$45 above 272K) and 2–3x ultra-mode costs stack up fast

Skip it if

Repo-level coding is the main job — Opus 5 leads SWE-bench Pro by ~15 points — or you're cost-sensitive (Terra is 60% cheaper at 1–4 points off).

Our verdict

Superseded: GPT-6 Astra (September 3, 2026) is now OpenAI's most capable model, and GPT-6.1 Sol (September 29) is the value pick at $2/$10. Still a strong terminal-workflow model. It led Terminal-Bench and agentic browsing at launch, but Claude Opus 5.5 is the better pick for repository-level software engineering.

Full pricing, benchmark table and release notes on the GPT-5.6 Sol page.

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Quick links

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FAQ

Is GPT-6.1 Sol better than GPT-5.6 Sol?

GPT-6.1 Sol wins on more of the categories we score — coding, research, reasoning — so it is the better default of the two. GPT-5.6 Sol is the better pick when your work is mostly frontier agentic coding and deep research. Neither is universally "better": GPT-6.1 Sol is aimed at agentic coding and computer use when Astra's price is hard to justify, GPT-5.6 Sol at frontier agentic coding and deep research.

Which is cheaper — GPT-6.1 Sol or GPT-5.6 Sol?

GPT-6.1 Sol is cheaper at $2/1M input and $10/1M output. GPT-5.6 Sol costs $4/1M input and $20/1M output.

Which has a larger context window — GPT-6.1 Sol or GPT-5.6 Sol?

Both GPT-6.1 Sol and GPT-5.6 Sol have the same 1.05M context window.

Is GPT-6.1 Sol or GPT-5.6 Sol better for coding?

GPT-6.1 Sol is better for coding with a score of 98 vs GPT-5.6 Sol's 97 (out of 100). Claude Opus 5.5 is the overall coding leader in this directory at 100/100.

Which is faster — GPT-6.1 Sol or GPT-5.6 Sol?

GPT-6.1 Sol is faster with a balanced speed rating (score: 3) vs GPT-5.6 Sol's deliberate rating (score: 2). Speed matters most for interactive and high-throughput work; for batch jobs the GPT-5.6 Sol latency penalty is usually invisible.

What are the downsides of GPT-6.1 Sol?

Prompts above 272K input tokens are billed at $4/$15. At launch it was available in ChatGPT Work and Codex, not in regular ChatGPT conversations. Avoid it if you need it inside ordinary ChatGPT chats today, or your prompts regularly pass 272K tokens where the rate doubles. That is the main case for looking at GPT-5.6 Sol instead.

What are the downsides of GPT-5.6 Sol?

Trails Claude Opus 5 badly on repository-level engineering (SWE-bench Pro 64.6% vs 79.2%). Long-context surcharge ($10/$45 above 272K) and 2–3x ultra-mode costs stack up fast. Avoid it if repo-level coding is the main job — Opus 5 leads SWE-bench Pro by ~15 points — or you're cost-sensitive (Terra is 60% cheaper at 1–4 points off). Against GPT-6.1 Sol specifically, the gap shows up most on coding (98 vs 97).

What does a month of real work cost on GPT-6.1 Sol vs GPT-5.6 Sol?

Take a moderate workload of 10M input and 2M output tokens a month. GPT-6.1 Sol runs $40.00 (at $2/1M in and $10/1M out); GPT-5.6 Sol runs $80.00 (at $4/1M in and $20/1M out). That is a $40.00/month difference — GPT-6.1 Sol is the cheaper of the two at this volume, and the gap scales linearly as you send more. Output tokens dominate the bill on both, so prompt length matters far less than response length.

Can I use GPT-6.1 Sol and GPT-5.6 Sol together?

Yes, and for most teams that beats picking one. A common split is GPT-6.1 Sol for agentic coding and computer use when Astra's price is hard to justify, with GPT-5.6 Sol handling frontier agentic coding and deep research. Since GPT-6.1 Sol is both the stronger and the cheaper option here, a split mainly makes sense if GPT-5.6 Sol covers a capability you specifically need.