TSK-Bench · Build arena
Which AI model builds the best game tracker app?
14 AI models got the same request, word for word, in Taskade Genesis. Here is how each one did, best first.
Last test · 14 models · 21 builds
One player logs each match with hero, result, kills, deaths, assists, duration and notes, a dashboard shows win rate and streaks in a premium esports look, and then we ask for a heroes page.
Only tests on these exact words are ranked. An earlier test used a different request. Its results are under “Earlier tests” below, with its own words.
What “works” means here
- The app opens and runs from the one request, with no fix from us.
- We use it the way a customer would: we fill in its form or log an entry, then check that every answer was saved.
- It covers what the request asked for. "Works, with gaps" means it runs but misses part of the request.
Where the request includes a follow-up change, the result covers the build and the change together.
Ranked results
Works first, then works with gaps, then no app. Each result is one group, with its models listed by name.
| Model | |||
|---|---|---|---|
| Works · 11 | |||
Claude Sonnet 5 Both builds put a win-rate trend on the dashboard and saved a logged match. One ran wider than a phone screen, and in the other the change added a second heroes page. Works2 builds · Tested | Works | 2 | |
DeepSeek V4 Pro A win-rate trend, a logged match saved, and the heroes page landed. About 15 sample matches showed as real. Works1 build · Tested | Works | 1 | |
DeepSeek V4 Pro 0813 DeepSeek · Not in Taskade Both settings saved a logged match and ranked heroes by games. One labeled its sample matches, and one showed them as real. Works2 builds · Tested | Works | 2 | |
DeepSeek V4 Pro, high thinking Labeled its demo matches and kept them out of the stats. A logged match saved, and the heroes page landed. Works1 build · Tested | Works | 1 | |
DeepSeek V4 Pro, max thinking The best-looking tracker of its set, and a logged match saved. The follow-up turn finished the interface and the heroes page. Works1 build · Tested | Works | 1 | |
GPT-5.6 Luna Both builds took about 5 and a half minutes, saved a logged match with every detail, and added a ranked heroes page when asked. Sample matches showed as the player's own history. Works2 builds · Tested | Works | 2 | |
GPT-5.6 Sol Labeled its sample matches as a demo, saved a logged match with every detail, and put the new heroes page in both menus. Works1 build · Tested | Works | 1 | |
GPT-5.6 Terra Both builds took under 4 and a half minutes and added a ranked heroes page. One labeled its starter matches, and the other ran wider than a phone screen. Works2 builds · Tested | Works | 2 | |
Grok 4.5 Four pages with labeled sample matches, a logged match saved, and the heroes page landed. Its hero chart showed empty axes. Works1 build · Tested | Works | 1 | |
Grok 4.7 A three-page esports dashboard with labeled sample matches, a coach and a weekly automation. A logged match saved, and the heroes page landed. Works1 build · Tested | Works | 1 | |
Grok Build 0.1 Four pages with a win-rate trend, a logged match saved, and the heroes page landed. Its sample matches carried no label. Works1 build · Tested | Works | 1 | |
| Works, with gaps · 5 | |||
Claude Haiku 4.5 Saved logged matches and added the heroes page, but its top-heroes chart showed empty axes. Works, with gaps1 build · Tested | Works, with gaps | 1 | |
Claude Sonnet 4.5 Rejected every logged match and showed every sample match as a loss, so the win rate read 0%. Works, with gaps1 build · Tested | Works, with gaps | 1 | |
DeepSeek V4.1 Flash Five pages with labeled sample matches, but every hero showed as unknown and no match could be saved. Works, with gaps1 build · Tested | Works, with gaps | 1 | |
Grok 4.3 Saved a logged match and added the heroes page, but its average KDA card showed a garbled number. Works, with gaps1 build · Tested | Works, with gaps | 1 | |
Grok 4.20 xAI · Not in Taskade Neither setting could log a match: one rejected every save, and the other built no app page while its summary described one. Works, with gaps2 builds · Tested | Works, with gaps | 2 | |
Earlier tests (7)
A different request, tested . Not ranked with the table above:
One player logs each game with hero, result and notes, and a dashboard shows win rate and streaks.
| Model | |||
|---|---|---|---|
GPT-5.6 Luna The fastest and most economical complete build, in 8 minutes 19 seconds. A match saved from the app came back with all eight details. Works1 build · Tested | Works | 1 | |
DeepSeek V4.1 Flash Three pages, and its coaching automation wrote a note into the first match logged. Works1 build · Tested | Works | 1 | |
Claude Opus 5.5 Asked two questions first, then built three pages and a coaching automation, at a far higher cost. Works1 build · Tested | Works | 1 | |
DeepSeek V4 Pro One of the two best-looking trackers of the test, but its hero picker listed only 17 heroes. Works, with gaps1 build · Tested | Works, with gaps | 1 | |
GPT-5.6 Terra A clean tracker, but its match form offered only four heroes. Works, with gaps1 build · Tested | Works, with gaps | 1 | |
GPT-6 Luna Saved a logged match and took any hero name, but the dashboard opened empty because the app hid every sample match. Works, with gaps1 build · Tested | Works, with gaps | 1 | |
GPT-5.6 Sol Put a sign-in screen nobody asked for in front of a personal tracker. Works, with gaps1 build · Tested | Works, with gaps | 1 |
Each row is one model version: its newest test on this request, the number of builds behind it, and what we found. Rows with the same result form one group and are listed by model name. A direction, not a final rank.
Follow-up changes to this app
More Build arena tests
No same-request table yet: Sales CRM, Inspection app, AI governance tracker, Reading list app, Habit tracker app, and Recipe app.
The Build arena →The full TSK-Bench ranking →Download the data (JSON)
How we grade these apps: read the full method.
FAQ
Which AI model builds the best game tracker app?
In our tests, Claude Sonnet 5, DeepSeek V4 Pro, DeepSeek V4 Pro 0813, DeepSeek V4 Pro, high thinking, DeepSeek V4 Pro, max thinking, GPT-5.6 Luna, GPT-5.6 Sol, GPT-5.6 Terra, Grok 4.5, Grok 4.7, and Grok Build 0.1 all built a working app. Each result comes from one to three builds, so read it as a direction, not a final rank.
How many AI models were tested on this game tracker app request?
14 AI models from 4 model families got the same request, word for word. Some ran at more than one setting, for 16 results in all. 11 worked and 5 worked with gaps.
Can I build a game tracker app in Taskade?
Yes. Describe the game tracker app in Taskade Genesis in your own words, pick a model or let TSK-1 Auto choose, and ask for changes after the first build.