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Rank models on your own work.

Leaderboards score models on someone else's tasks. Stats reads your whole archive and draws your own Pareto frontier from what each conversation cost you and how it turned out.

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StatsLast 3 months. Includes Agent, Chat, and Subagents; shown by Harness.
Year in review
Conversations588Agent, chat, and subagent
User messages3,066Prompts you typed
Tokens118MInput, output, and cache
Estimated spend$1,744At API prices
Tool calls per turn6.9In a typical agent conversation
Active days79Days with activity
Favorite modelGPT 5.434% of tokens
Favorite projectatlas36% of prompts

Your own Pareto frontier.

Each model sits at its judged success on your conversations against its median cost, time, or output. The dotted line joins the models nothing beats on both. Give each reasoning effort its own dot to see whether high effort pays for itself on your work.

Compare models

Model frontier

Quality against the median cost of a conversation.

GPT 5.3 CodexGPT 5.4Claude Opus 4.6Claude Sonnet 4.6Composer 1Gemini 3 ProGrok 4Cost per conversation (median, log scale)Your success (judged)

What you really pay.

List price bills every cached token as fresh input. Stats sets your median conversation with each model against that price, so the drop below the line is what caching saved you. Subscription value then says what each Claude and Codex plan is worth at API prices.

What a plan is worth

How far below list price do you pay?

Your median conversation cost from 24% of list price with GPT 5.4 to 79% with Grok 4.

$0.50$1$2$4$8$0.50$1$2$4$8List priceGPT 5.3 CodexGPT 5.4Claude Opus 4.6Claude Sonnet 4.6Composer 1Gemini 3 ProGrok 4At list price (median conversation, log scale)What you paid

Which models work on their own.

Each model sits at its tool calls and words per prompt you type, sized by how many conversations it ran, so agent-driven models stand apart from the ones you steer.

About Work & autonomy

Which models work most on their own?

GPT 5.3 Codex makes the most tool calls per human turn (21.4), and Grok 4 the fewest (4.4).

030609012004812162024User-steeredBalancedAgent-drivenTool calls per human turnOutput words per turnGPT 5.4Claude Opus 4.6GPT 5.3 CodexClaude Sonnet 4.6Composer 1Gemini 3 ProGrok 4

How the work turns out.

A model you choose labels each finished conversation with its kind of work and how it ended, so Stats can show what goes well.

About classification

What kind of work is it?

Build leads, at 31% of labeled sessions.

  • Build31%
  • Fix22%
  • Understand16%
  • Plan9%
  • Test8%
  • Operate6%
  • Analyze5%
  • Orchestrate2%
  • Communicate1%

How does it end?

69% of sessions with a clear goal succeeded.

  • Succeeded61%
  • Partially Succeeded19%
  • Failed8%
  • No clear goal12%
Agents and chat apps
57
Counted together, in one set of numbers.
Uploads
0
Stats are computed from the archive on your computer.

A graph of your projects.

Graph links conversations through shared files, commits, continuations, and agent messages, so related work turns up across harnesses and projects.

About the Graph

Your year, in cards.

Year in review turns a year of conversations into cards you can save as images or share.

About Year in review
Year in review2025Across yourassistantsIt started on January 1.
All assistants2025You started1,496conversations7,919messages you sentYour 1,000th came on October 2.Week of January 1: 53 messagesWeek of January 5: 75 messagesWeek of January 12: 84 messagesWeek of January 19: 45 messagesWeek of January 26: 122 messagesWeek of February 2: 90 messagesWeek of February 9: 82 messagesWeek of February 16: 76 messagesWeek of February 23: 119 messagesWeek of March 2: 131 messagesWeek of March 9: 124 messagesWeek of March 16: 161 messagesWeek of March 23: 111 messagesWeek of March 30: 89 messagesWeek of April 6: 69 messagesWeek of April 13: 78 messagesWeek of April 20: 151 messagesWeek of April 27: 122 messagesWeek of May 4: 108 messagesWeek of May 11: 147 messagesWeek of May 18: 110 messagesWeek of May 25: 132 messagesWeek of June 1: 185 messagesWeek of June 8: 92 messagesWeek of June 15: 99 messagesWeek of June 22: 133 messagesWeek of June 29: 135 messagesWeek of July 6: 162 messagesWeek of July 13: 141 messagesWeek of July 20: 132 messagesWeek of July 27: 176 messagesWeek of August 3: 105 messagesWeek of August 10: 128 messagesWeek of August 17: 125 messagesWeek of August 24: 259 messagesWeek of August 31: 232 messagesWeek of September 7: 178 messagesWeek of September 14: 167 messagesWeek of September 21: 162 messagesWeek of September 28: 250 messagesWeek of October 5: 161 messagesWeek of October 12: 137 messagesWeek of October 19: 241 messagesWeek of October 26: 312 messagesWeek of November 2: 195 messagesWeek of November 9: 242 messagesWeek of November 16: 119 messagesWeek of November 23: 291 messagesWeek of November 30: 203 messagesWeek of December 7: 197 messagesWeek of December 14: 288 messagesWeek of December 21: 244 messagesWeek of December 28: 149 messagesJanAprJulOct
All assistants2025275days you showed upout of 365 daysJanFebMarAprMayJunJanuary 1: 5 conversations begunJanuary 2: 5 conversations begunJanuary 3: 4 conversations begunJanuary 4: no conversations begunJanuary 5: no conversations begunJanuary 6: 4 conversations begunJanuary 7: 5 conversations begunJanuary 8: 4 conversations begunJanuary 9: 3 conversations begunJanuary 10: 3 conversations begunJanuary 11: 1 conversation begunJanuary 12: no conversations begunJanuary 13: 3 conversations begunJanuary 14: 4 conversations begunJanuary 15: 4 conversations begunJanuary 16: 3 conversations begunJanuary 17: 2 conversations begunJanuary 18: 3 conversations begunJanuary 19: no conversations begunJanuary 20: 4 conversations begunJanuary 21: 2 conversations begunJanuary 22: 3 conversations begunJanuary 23: 2 conversations begunJanuary 24: 1 conversation begunJanuary 25: no conversations begunJanuary 26: no conversations begunJanuary 27: 4 conversations begunJanuary 28: 4 conversations begunJanuary 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begunDecember 7: no conversations begunDecember 8: 10 conversations begunDecember 9: 5 conversations begunDecember 10: 4 conversations begunDecember 11: 4 conversations begunDecember 12: 13 conversations begunDecember 13: 3 conversations begunDecember 14: no conversations begunDecember 15: 5 conversations begunDecember 16: 9 conversations begunDecember 17: 11 conversations begunDecember 18: 10 conversations begunDecember 19: 10 conversations begunDecember 20: 4 conversations begunDecember 21: no conversations begunDecember 22: no conversations begunDecember 23: 12 conversations begunDecember 24: 7 conversations begunDecember 25: 8 conversations begunDecember 26: 10 conversations begunDecember 27: 4 conversations begunDecember 28: 4 conversations begunDecember 29: 9 conversations begunDecember 30: 10 conversations begunDecember 31: 3 conversations begunConversations per dayFewerMore
All assistants2025December wasyour month1,081messages you sent, 1.6times your average monthJanuary: 379 messagesJanFebruary: 367 messagesFebMarch: 557 messagesMarApril: 417 messagesAprMay: 559 messagesMayJune: 540 messagesJunJuly: 695 messagesJulAugust: 652 messagesAugSeptember: 811 messagesSepOctober: 994 messagesOctNovember: 867 messagesNovDecember: 1,081 messagesDec
All assistants202515days in a rowAugust 23 to September 6JanJanuary 1 to 3: 3 daysJanuary 6 to 11: 6 daysJanuary 13 to 18: 6 daysJanuary 20 to 24: 5 daysJanuary 27 to 31: 5 daysFebFebruary 2 to 7: 6 daysFebruary 9: 1 dayFebruary 11 to 14: 4 daysFebruary 17 to 18: 2 daysFebruary 21: 1 dayFebruary 23 to 28: 6 daysMarMarch 2 to 7: 6 daysMarch 9 to 14: 6 daysMarch 17 to 21: 5 daysMarch 24 to 26: 3 daysMarch 28 to 29: 2 daysMarch 31 to April 2: 3 daysAprMarch 31 to April 2: 3 daysApril 4 to 5: 2 daysApril 7 to 9: 3 daysApril 11: 1 dayApril 14 to 16: 3 daysApril 18 to 19: 2 daysApril 21 to 26: 6 daysApril 28 to May 2: 5 daysMayApril 28 to May 2: 5 daysMay 5 to 9: 5 daysMay 11 to 16: 6 daysMay 19 to 23: 5 daysMay 25 to 30: 6 daysJunJune 2 to 6: 5 daysJune 8: 1 dayJune 11 to 12: 2 daysJune 14 to 18: 5 daysJune 20: 1 dayJune 23 to 28: 6 daysJune 30: 1 dayJulJuly 2: 1 dayJuly 4: 1 dayJuly 6 to 7: 2 daysJuly 9 to 11: 3 daysJuly 14 to 18: 5 daysJuly 20 to 25: 6 daysJuly 28 to August 1: 5 daysAugJuly 28 to August 1: 5 daysAugust 4: 1 dayAugust 6 to 7: 2 daysAugust 11 to 15: 5 daysAugust 18 to 21: 4 daysAugust 23 to September 6: 15 daysSepAugust 23 to September 6: 15 daysSeptember 8 to 12: 5 daysSeptember 15 to 20: 6 daysSeptember 22 to 24: 3 daysSeptember 28 to October 3: 6 daysOctSeptember 28 to October 3: 6 daysOctober 5 to 8: 4 daysOctober 10: 1 dayOctober 13 to 17: 5 daysOctober 19 to 23: 5 daysOctober 25 to November 6: 13 daysNovOctober 25 to November 6: 13 daysNovember 10 to 14: 5 daysNovember 17 to 20: 4 daysNovember 24 to 29: 6 daysDecDecember 1 to 6: 6 daysDecember 8 to 13: 6 daysDecember 15 to 20: 6 daysDecember 23 to 31: 9 days
All assistants2025Wednesday,December 173.9 times yourmedian day98messages across 11conversations begun that dayJanuary 11: 2 messagesOctober 26: 2 messagesJanuary 23: 3 messagesJuly 20: 3 messagesJanuary 10: 4 messagesJanuary 17: 4 messagesJanuary 21: 4 messagesJanuary 24: 4 messagesFebruary 2: 4 messagesFebruary 24: 4 messagesMarch 3: 4 messagesApril 11: 4 messagesMay 5: 4 messagesMay 19: 4 messagesOctober 19: 4 messagesJanuary 18: 5 messagesApril 14: 5 messagesJune 8: 5 messagesJune 16: 5 messagesMarch 2: 6 messagesApril 15: 6 messagesApril 19: 6 messagesMay 21: 6 messagesMay 26: 6 messagesJune 11: 6 messagesJune 15: 6 messagesAugust 23: 6 messagesNovember 29: 6 messagesFebruary 11: 7 messagesMarch 29: 7 messagesApril 5: 7 messagesMay 25: 7 messagesJuly 6: 7 messagesJanuary 3: 9 messagesJanuary 9: 9 messagesJanuary 22: 9 messagesFebruary 6: 9 messagesFebruary 7: 9 messagesFebruary 9: 9 messagesMarch 9: 9 messagesMarch 13: 9 messagesApril 8: 9 messagesApril 26: 9 messagesMay 29: 9 messagesJune 28: 9 messagesJanuary 16: 10 messagesFebruary 23: 10 messagesSeptember 6: 10 messagesSeptember 28: 10 messagesMay 11: 11 messagesJune 23: 11 messagesNovember 28: 11 messagesMarch 10: 12 messagesApril 1: 12 messagesMay 2: 12 messagesMay 8: 12 messagesDecember 13: 12 messagesDecember 20: 12 messagesApril 2: 13 messagesSeptember 20: 13 messagesJanuary 6: 14 messagesJanuary 13: 14 messagesFebruary 14: 14 messagesAugust 24: 14 messagesSeptember 17: 14 messagesJune 6: 15 messagesJune 14: 15 messagesAugust 31: 15 messagesNovember 17: 15 messagesDecember 4: 15 messagesDecember 11: 15 messagesDecember 31: 15 messagesJanuary 7: 16 messagesFebruary 26: 16 messagesApril 22: 16 messagesApril 28: 16 messagesMay 27: 16 messagesJune 20: 16 messagesJuly 17: 16 messagesAugust 14: 16 messagesAugust 15: 16 messagesSeptember 11: 16 messagesSeptember 16: 16 messagesNovember 2: 16 messagesJanuary 27: 19 messagesJanuary 29: 19 messagesFebruary 21: 19 messagesMarch 24: 19 messagesMarch 25: 19 messagesApril 24: 19 messagesApril 29: 19 messagesMay 12: 19 messagesMay 14: 19 messagesJune 25: 19 messagesJuly 14: 19 messagesAugust 30: 19 messagesOctober 14: 19 messagesMarch 5: 20 messagesJuly 22: 20 messagesAugust 1: 20 messagesNovember 1: 20 messagesDecember 27: 20 messagesJanuary 2: 21 messagesFebruary 4: 21 messagesJuly 25: 21 messagesSeptember 1: 21 messagesJanuary 14: 22 messagesFebruary 5: 22 messagesAugust 19: 22 messagesAugust 28: 22 messagesJanuary 1: 23 messagesFebruary 25: 23 messagesMarch 18: 23 messagesAugust 7: 23 messagesOctober 13: 23 messagesNovember 20: 23 messagesJanuary 20: 25 messagesJanuary 28: 25 messagesFebruary 3: 25 messagesFebruary 13: 25 messagesMarch 12: 25 messagesMarch 19: 25 messagesMarch 26: 25 messagesApril 30: 25 messagesJune 4: 25 messagesJuly 24: 25 messagesSeptember 18: 25 messagesSeptember 29: 25 messagesOctober 5: 25 messagesOctober 6: 25 messagesOctober 10: 25 messagesOctober 17: 25 messagesNovember 5: 25 messagesNovember 14: 25 messagesDecember 5: 25 messagesDecember 6: 25 messagesDecember 9: 25 messagesDecember 10: 25 messagesDecember 24: 25 messagesFebruary 12: 27 messagesMarch 4: 27 messagesApril 4: 27 messagesApril 7: 27 messagesApril 18: 27 messagesMay 20: 27 messagesJuly 15: 27 messagesSeptember 8: 27 messagesJanuary 31: 28 messagesFebruary 18: 28 messagesFebruary 28: 28 messagesJune 5: 28 messagesJune 27: 28 messagesJuly 9: 28 messagesJuly 21: 28 messagesJuly 30: 28 messagesAugust 11: 28 messagesAugust 18: 28 messagesAugust 21: 28 messagesJanuary 15: 29 messagesFebruary 17: 29 messagesMarch 6: 29 messagesApril 9: 29 messagesJune 24: 29 messagesJuly 10: 29 messagesJuly 18: 29 messagesAugust 13: 29 messagesOctober 16: 29 messagesJanuary 8: 30 messagesMarch 31: 30 messagesMay 6: 30 messagesMay 16: 30 messagesOctober 7: 30 messagesOctober 25: 30 messagesDecember 3: 30 messagesJanuary 30: 31 messagesMarch 21: 31 messagesApril 21: 31 messagesMay 7: 31 messagesMay 9: 31 messagesJune 30: 31 messagesMarch 14: 34 messagesApril 16: 34 messagesMay 13: 34 messagesMay 15: 34 messagesMay 22: 34 messagesJune 17: 34 messagesAugust 6: 34 messagesSeptember 5: 34 messagesMarch 11: 35 messagesJuly 23: 35 messagesApril 25: 36 messagesJuly 28: 36 messagesJuly 29: 36 messagesAugust 27: 36 messagesOctober 3: 36 messagesNovember 3: 36 messagesNovember 11: 36 messagesDecember 15: 36 messagesDecember 29: 36 messagesJune 26: 37 messagesSeptember 10: 37 messagesSeptember 22: 37 messagesDecember 28: 37 messagesFebruary 27: 38 messagesMarch 17: 38 messagesJune 18: 38 messagesAugust 25: 38 messagesSeptember 2: 38 messagesMay 23: 39 messagesAugust 12: 39 messagesSeptember 9: 39 messagesDecember 1: 39 messagesDecember 19: 39 messagesApril 23: 40 messagesSeptember 15: 40 messagesNovember 18: 40 messagesMarch 28: 41 messagesAugust 20: 41 messagesOctober 15: 41 messagesNovember 19: 41 messagesMarch 20: 44 messagesMay 30: 44 messagesOctober 28: 44 messagesNovember 12: 44 messagesDecember 16: 44 messagesMarch 7: 45 messagesJuly 11: 45 messagesOctober 20: 46 messagesOctober 23: 47 messagesOctober 31: 47 messagesJuly 2: 48 messagesAugust 4: 48 messagesMay 1: 50 messagesMay 28: 50 messagesJuly 16: 50 messagesOctober 1: 50 messagesDecember 25: 50 messagesSeptember 30: 52 messagesJuly 7: 53 messagesOctober 22: 53 messagesNovember 26: 53 messagesDecember 8: 54 messagesJune 2: 55 messagesSeptember 3: 55 messagesOctober 27: 55 messagesJuly 4: 56 messagesJuly 31: 56 messagesOctober 8: 56 messagesNovember 4: 56 messagesSeptember 4: 59 messagesSeptember 12: 59 messagesSeptember 19: 59 messagesSeptember 23: 59 messagesDecember 18: 59 messagesDecember 26: 59 messagesNovember 10: 60 messagesNovember 24: 60 messagesOctober 21: 61 messagesDecember 30: 61 messagesJune 3: 62 messagesNovember 6: 62 messagesAugust 26: 64 messagesJune 12: 66 messagesAugust 29: 66 messagesSeptember 24: 66 messagesDecember 12: 66 messagesOctober 30: 69 messagesDecember 2: 69 messagesOctober 29: 75 messagesNovember 25: 75 messagesOctober 2: 77 messagesNovember 13: 77 messagesNovember 27: 86 messagesDecember 23: 90 messagesDecember 17: 98 messages234–56–910–1920–4950–99Median day: 25 messages
All assistants2025Codex was your go-to44%of your conversations in 2025Codex44%Codex: 44%Claude Code33%Claude Code: 33%Cursor23%Cursor: 23%
All assistants2025GPT 5.4 did moreof your work thanany other model25%of the output, across 484 conversationsLed 7 of 12 monthsJanuary: GPT 5.4JanFebruary: GPT 5.4FebMarch: Claude Opus 4.6MarApril: GPT 5.4AprMay: GPT 5.4MayJune: Composer 1JunJuly: GPT 5.4JulAugust: GPT 5.4AugSeptember: Claude Opus 4.6SepOctober: Claude Opus 4.6OctNovember: GPT 5.4NovDecember: Claude Opus 4.6Dec
All assistants2025Your top projectsBy conversations begun1atlas524 conversations2relay362 conversations3harbor308 conversations4keystone237 conversations5site193 conversations
All assistants2025You’re a night owl47% of your messages camebetween 9 PM and 1 AM.12 AM: 940 messages1 AM: 890 messages2 AM: 932 messages3 AM: 0 messages4 AM: 0 messages5 AM: 0 messages6 AM: 0 messages7 AM: 0 messages8 AM: 0 messages9 AM: 0 messages10 AM: 0 messages11 AM: 0 messages12 PM: 393 messages1 PM: 387 messages2 PM: 417 messages3 PM: 375 messages4 PM: 419 messages5 PM: 368 messages6 PM: 0 messages7 PM: 0 messages8 PM: 0 messages9 PM: 957 messages10 PM: 941 messages11 PM: 942 messages12 AM6 AM12 PM6 PMPeak9 PMMost of all on Wednesdays
2025Across your assistants1,496conversations7,919messages you sent275active days15days in a rowTop harnessCodexTop modelGPT 5.4Busiest monthDecemberWork styleNight owlhansard

More of Hansard

Personal Sync

Keep your whole archive in storage you own, with every computer you use in step with the others.

Teams

Share whole conversations from the repositories you choose with your team, under rules every member can read.

Sharing

Send one conversation as a web page anyone can open, a PDF, Markdown, or a trajectory file.

Running and Review

Run each project's agents from one place, with tabs, changes, and terminals, and answer everything that waits on you in one queue.

Reading a run

Follow any agent run step by step: a trace of its calls, the agents it started, its context and cost, and Create PR.

Graph

See how your projects, conversations, files, commits, and decisions connect, and the evidence behind each link.

Slack bot

Start Claude Code and Codex runs on your Mac from Slack, approve each one in its thread, and get digests where you choose.

AI assistants

Let Claude.ai, ChatGPT, and other assistants search your agent conversations and memories, with your approval on your Mac.

Phone companion

Follow your agents from your phone, answer what they ask, and revive or start them while they run on your computer.

Accounts

Keep every Claude and Codex account in one place with its limits, route each conversation to one with allowance left, and cap API key spend.

Quality of life

Keep working when an account reaches its limit, and give every agent the MCP servers and skills you installed in one.

Put it on the record.

Download Hansard