GPT-6 Sol

OpenAIKey gpt-6-solAlso reported as cx/gpt-6-sol, router_client:codex/gpt-6-sol, chatgpt-web/gpt-6-sol, gpt/gpt-6-sol, openai/gpt-6-sol, tt-token/gpt-6-sol, codex/gpt-6-sol, devin/gpt-6-sol, router_client:claude/gpt-6-sol, auto/gpt-6-sol, router_client:unknown/gpt-6-sol

Rank
#10
by active users
Active users
239
Down 361 from 600 active users in the previous 30 days. vs previous 30 days
Adoption
25%
of 956 accounts
Tokens
154B
cache included
Est. cost
$44.8K
at public list prices
First seen
Jul 7, 2026
in any submission

Oct 15 – Nov 13, 2026 (UTC)956 accounts100% of tokens from an identified modelData through Nov 13, 2026, 01:06 UTCHow we count

Daily active users

Distinct accounts that used this model on each UTC day.

1 active users on Nov 13, 2026

Daily active users for GPT-6 Sol, Oct 15, 2026 to Nov 13, 2026. Peak 83. Use the left and right arrow keys to read each day.100500
Show daily values
Daily active users and tokens for GPT-6 Sol
Date (UTC)Active usersTokens
Oct 15, 20268311.9B
Oct 16, 2026716B
Oct 17, 20265110.8B
Oct 18, 2026488.6B
Oct 19, 2026606.3B
Oct 20, 2026634.5B
Oct 21, 2026625B
Oct 22, 2026555.2B
Oct 23, 2026593.5B
Oct 24, 2026427.2B
Oct 25, 2026362.7B
Oct 26, 2026558.9B
Oct 27, 2026547B
Oct 28, 2026473.3B
Oct 29, 2026484.7B
Oct 30, 2026324.5B
Oct 31, 2026232.8B
Nov 1, 2026247.6B
Nov 2, 2026363.1B
Nov 3, 2026386B
Nov 4, 2026355.9B
Nov 5, 2026323.3B
Nov 6, 2026294.3B
Nov 7, 2026263.8B
Nov 8, 2026185.5B
Nov 9, 2026217.4B
Nov 10, 2026223B
Nov 11, 202625492.9M
Nov 12, 202615538.4M
Nov 13, 202611.8M

Token mix

How the 154B tokens split. Cache reads are usually most of an agent's tokens and are priced far below input.

  • Input1.8%
  • Output0.2%
  • Cache read98%
  • Cache write<0.1%
  • Reasoning<0.1%

Agents that carry GPT-6 Sol

Each agent's share of this model's tokens, and how many accounts used the model through it.

  1. Codex CLI92% of this model's tokens187active users
  2. Senpi (OmO Native)5.0% of this model's tokens16active users
  3. Pi0.9% of this model's tokens10active users
  4. Gajae Code0.4% of this model's tokens3active users
  5. OpenCode0.3% of this model's tokens10active users
  6. Oh My Pi0.3% of this model's tokens11active users
  7. Aside0.3% of this model's tokens4active users
  8. Hermes Agent0.2% of this model's tokens10active users
  9. Claude Code0.1% of this model's tokens6active users
  10. OpenClaw<0.1% of this model's tokens1active users
  11. Cline<0.1% of this model's tokens1active users
  12. Prime Agent<0.1% of this model's tokens1active users
  13. DeepSeek Harness<0.1% of this model's tokens3active users
  14. Junie<0.1% of this model's tokens1active users
  15. Droid<0.1% of this model's tokens1active users
  16. Synthetic<0.1% of this model's tokens1active users
  17. cc-mirror/curl<0.1% of this model's tokens1active users
  18. cc-mirror/mozilla<0.1% of this model's tokens1active users
  19. 9Router<0.1% of this model's tokens1active users

Benchmarks

The best result for GPT-6 Sol in each benchmark Tokscale tracks. Each benchmark has its own unit, run conditions and source, so compare a score only with other models on the same benchmark. Rank is among the models Tokscale matched in that benchmark. Agent rows also show Tokscale usage through that agent, side by side with the score. Usage does not explain the score.

All benchmarks
  • Epoch Capabilities IndexOverall · Epoch AI
    163.8
    Rank #12 of 158 matched modelsNo conditions reportedModel released Sep 22, 2026Source: epoch.ai (opens in a new tab)
  • Terminal-Bench 4.1Agentic coding · Terminal-Bench
    50.3%
    Rank #7 of 23 matched modelsMax · CodexPublished Nov 3, 2026Source: tbench.ai (opens in a new tab)

    Tokscale usage: Codex CLI carried 92% of GPT-6 Sol tokens in the last 30 days (187 active users).

  • WebDev ArenaWeb development · LMArena
    1,683
    Rank #8 of 110 matched modelsMaxPublished Oct 19, 2026Source: huggingface.co (opens in a new tab)
  • Agent ArenaAgents · LMArena
    +0.09
    Rank #7 of 48 matched modelsMax · Arena Agent ModePublished Oct 19, 2026Source: huggingface.co (opens in a new tab)
  • GPQA DiamondReasoning · Epoch AI
    94.3%
    Rank #11 of 160 matched modelsMaxRun date Sep 22, 2026Source: epoch.ai (opens in a new tab)

    Near its ceiling: the top score is 96.5%, and Epoch AI estimates the reachable maximum at 97%. Differences between top models are small.

  • FrontierMath Tiers 1–3 (v2)Reasoning · Epoch AI
    89.8%
    Rank #8 of 90 matched modelsMaxRun date Sep 22, 2026Source: epoch.ai (opens in a new tab)

    Near its ceiling: the top score is 95.1%, and Epoch AI estimates the reachable maximum at 95%. Differences between top models are small.

  • SimpleQA VerifiedKnowledge · Epoch AI
    60.7%
    Rank #18 of 86 matched modelsMaxRun date Sep 22, 2026Source: epoch.ai (opens in a new tab)

Not evaluated: Humanity's Last Exam, CursorBench, DeepSWE, FrontierSWE. A missing result is not a score of zero.

Pricing

List prices from models.dev in US dollars per 1M tokens, retrieved Nov 12, 2026. OpenAI is the lab's own API and the reference price for the estimates below.

Price at real agent usageEstimate at list prices

What 1M tokens cost at the reference list price when they split into input, output and cache the way Tokscale users' agents used them. It is not what anyone paid.

At this model's mix
$0.26
Est. per 1M tokens
98% cache reads
At the community mix
$0.31
Est. per 1M tokens
96% cache reads
3:1 input/output blend
$4
Per 1M tokens at list prices
No cache

Cache reads were 98% of GPT-6 Sol tokens in the last 30 days and 96% of all tokens. The 3:1 blend, (3 × input + output) ÷ 4, is the usual comparison and ignores cache.

Assumptions

  • OpenAI list prices per 1M tokens: input $2, output $10, cache read $0.20, cache write $2.50.
  • This model's mix is its own input, output, cache and reasoning tokens in the last 30 days.
  • The community mix is the tokens of every identified model in the last 30 days.
  • This is an estimate at list prices, not what anyone paid.
  • Reasoning tokens are priced as output.
  • Long-context tiers, batch pricing and discounts are not applied.
  • Token mixes come from public Tokscale submissions. Hidden accounts are excluded.

List prices by provider

  • OpenAIReferencegpt-6-sol
    $2 input per 1M tokens$10 output per 1M tokens$0.20 cache read per 1M tokens$2.50 cache write per 1M tokens1.05M tokens of context
  • Amazon Bedrockopenai.gpt-6-sol
    $2.20 input per 1M tokens$11 output per 1M tokens$0.22 cache read per 1M tokens$2.75 cache write per 1M tokens1.05M tokens of context
  • Azuregpt-6-sol
    $2 input per 1M tokens$10 output per 1M tokens$0.20 cache read per 1M tokens$2.50 cache write per 1M tokens1.05M tokens of context
  • OpenRouteropenai/gpt-6-sol
    $2 input per 1M tokens$10 output per 1M tokens$0.20 cache read per 1M tokens$2.50 cache write per 1M tokens1.05M tokens of context
  • Vercel AI Gatewayopenai/gpt-6-sol
    $2 input per 1M tokens$10 output per 1M tokens$0.20 cache read per 1M tokens$2.50 cache write per 1M tokens1.05M tokens of context

Specs

From models.dev (MIT), retrieved Nov 12, 2026, as the lab or the first listed provider reports them. A dash means models.dev does not list the value.

Context window
1.05M tokens
Max output
128K tokens
Input
Text, Image, PDF
Output
Text
Knowledge cutoff
Apr 20, 2026
Release date
Sep 22, 2026
Open weights
No
Reasoning
Yes
Tool calling
Yes

Top public profiles

Public profiles that used GPT-6 Sol most in this period, by tokens. Hidden accounts are never listed.

  1. 1Wooseok Sung@MercuriusDream32.7Btokens$8.6Kest. cost18active days$8.6K est. cost · 18 active days
  2. 2drscorpion7@drscorpion717.7Btokens$4.3Kest. cost23active days$4.3K est. cost · 23 active days
  3. 3Khaliq@khaliqgant7.4Btokens$1.7Kest. cost14active days$1.7K est. cost · 14 active days
  4. 4Henrik@henrigkroine6.4Btokens$1.6Kest. cost2active days$1.6K est. cost · 2 active days
  5. 5nubs@NubsCarson6.2Btokens$3.7Kest. cost3active days$3.7K est. cost · 3 active days
  6. 6Saadmak4@Saadmak45.6Btokens$1.3Kest. cost5active days$1.3K est. cost · 5 active days
  7. 7Yoginth@bigint5.6Btokens$1.3Kest. cost5active days$1.3K est. cost · 5 active days
  8. 8Sigyu@sigyulee5.4Btokens$2.7Kest. cost11active days$2.7K est. cost · 11 active days
  9. 9Shun Kakinoki@shunkakinoki4.7Btokens$1.5Kest. cost10active days$1.5K est. cost · 10 active days
  10. 10Lee Taeyong@GunP4ng3.8Btokens$1Kest. cost4active days$1K est. cost · 4 active days

More from OpenAI

Other OpenAI models in the same period, by active users.

  1. GPT-6.1 Sol69% adoption664active users
  2. GPT-6 Astra59% adoption565active users
  3. GPT-6 Luna45% adoption429active users
  4. Codex Auto Review30% adoption288active users
  5. GPT-6.1 Terra29% adoption278active users
  6. GPT-5.6 Sol23% adoption216active users
All models

Sources and attribution

Each score keeps its own source, unit and run conditions. Tokscale does not combine benchmarks into one score, and a missing score means the model was not evaluated, not that it scored zero.

  • Epoch AIEpoch Capabilities Index, Epoch's own runs and the external results it collects.CC BY 4.0 · Retrieved Nov 12, 2026 · Data through Nov 9, 2026Epoch AI, ‘Capabilities & benchmarking’. Published online at epoch.ai. Retrieved from https://epoch.ai/benchmarks.
  • LMArenaWebDev Arena and Agent Arena leaderboards.CC BY 4.0 · Retrieved Oct 21, 2026 · Data through Oct 19, 2026LMArena leaderboard dataset (lmarena-ai/leaderboard-dataset), Hugging Face.
  • Terminal-BenchTerminal-Bench 4.1 official leaderboard rows (results only, no task content).Terms not stated · Retrieved Nov 12, 2026 · Data through Nov 11, 2026Terminal-Bench 4.1 leaderboard, tbench.ai. Every score links back to the leaderboard.
  • models.devSpecs and list prices per provider.MIT · Retrieved Nov 12, 2026models.dev, an open catalog of AI models (github.com/anomalyco/models.dev).
  • TokscaleActive users, tokens and token mix from public Tokscale submissions. Hidden accounts are excluded.How we count