4 agents active today
Live demo

A sample workspace, with questions agents really asked. Look around: nothing here is saved.

Start free with your data

Audit

32 agent calls in the last 90 days: 5.6 s of query time, 1 error, and the same answer every time a question was asked again.

Calls
32
from 2 agents, 2 people
Query time
5.6 s
176 ms per call, median 176 ms
Rows returned
81
to agents, never stored
Repeated questions
1 same answer
0 answers that differed
Errors
1
3.1% of calls

ChatGPT made 66% of the calls in the last 90 days.

Tool calls per day, last 90 days, ChatGPT and the other agents

024616 Aug25 Aug3 Sept12 Sept21 Sept30 Sept9 Oct18 Oct27 Oct13 NovOther agents 34%ChatGPT 66%
Source: call log, days in UTC. Calls are kept 90 days; results are never stored, only a fingerprint to compare answers.

Sessions 16

One session is one agent conversation.
northwind via Claude Codetoday 15:47 · 1 call · sample_sales · 231 ms
15:47
Orders: count, by channelsample_sales v1 · aggregate · 3 rows · 231 ms
sam via ChatGPTtoday 13:19–13:25 · 4 calls · sample_sales · 608 ms · 1 error2 answers match other agents
13:25
Revenue: sum of revenue, by regionsample_sales · aggregate · 128 ms
invalid_queryCheck
13:23
Units: sum of units, by region, highest firstsample_sales v1 · aggregate · 3 rows · 128 ms
same as Claude CodeCheck
13:21
Distinct values of regionsample_sales v1 · distinct_values · 3 values · 160 ms
13:19
Units: sum of units, by region, highest firstsample_sales v1 · aggregate · 3 rows · 192 ms
same as Claude CodeCheck
sam via ChatGPTWed 11 Nov 13:21–13:25 · 3 calls · sample_sales · 432 ms2 answers match other agents
Wed 13:25
Units: sum of units, by region, highest firstsample_sales v1 · aggregate · 3 rows · 112 ms
same as Claude CodeCheck
Wed 13:23
Distinct values of regionsample_sales v1 · distinct_values · 3 values · 144 ms
Wed 13:21
Units: sum of units, by region, highest firstsample_sales v1 · aggregate · 3 rows · 176 ms
same as Claude CodeCheck
northwind via Claude CodeTue 10 Nov 15:47–15:51 · 3 calls · sample_sales · 567 ms1 answer matches another agent
Tue 15:51
Describe the datasetsample_sales · describe_dataset · 273 ms
Tue 15:49
Units: sum of units, by region, highest firstsample_sales v1 · aggregate · 3 rows · 126 ms
same as ChatGPTCheck
Tue 15:47
Orders: count, by channelsample_sales v1 · aggregate · 3 rows · 168 ms
sam via ChatGPTTue 10 Nov 13:21–13:25 · 3 calls · sample_sales · 384 ms2 answers match other agents
Tue 13:25
Units: sum of units, by region, highest firstsample_sales v1 · aggregate · 3 rows · 96 ms
same as Claude CodeCheck
Tue 13:23
Distinct values of regionsample_sales v1 · distinct_values · 3 values · 128 ms
Tue 13:21
Units: sum of units, by region, highest firstsample_sales v1 · aggregate · 3 rows · 160 ms
same as Claude CodeCheck
sam via ChatGPTMon 9 Nov 13:19–13:21 · 2 calls · sample_sales · 336 ms1 answer matches another agent
Mon 13:21
Units: sum of units, by region, highest firstsample_sales v1 · aggregate · 3 rows · 224 ms
same as Claude CodeCheck
Mon 13:19
Distinct values of regionsample_sales v1 · distinct_values · 3 values · 112 ms
northwind via Claude CodeSun 8 Nov 15:47–15:49 · 2 calls · sample_sales · 462 ms1 answer matches another agent
Sun 15:49
Describe the datasetsample_sales · describe_dataset · 210 ms
Sun 15:47
Units: sum of units, by region, highest firstsample_sales v1 · aggregate · 3 rows · 252 ms
same as ChatGPTCheck
sam via ChatGPTSun 8 Nov 13:19–13:23 · 2 calls · sample_sales · 352 ms2 answers match other agents
Sun 13:23
Units: sum of units, by region, highest firstsample_sales v1 · aggregate · 3 rows · 144 ms
same as Claude CodeCheck
Sun 13:19
Units: sum of units, by region, highest firstsample_sales v1 · aggregate · 3 rows · 208 ms
same as Claude CodeCheck
sam via ChatGPTSat 7 Nov 13:19–13:21 · 2 calls · sample_sales · 224 ms1 answer matches another agent
Sat 13:21
Distinct values of regionsample_sales v1 · distinct_values · 3 values · 96 ms
Sat 13:19
Units: sum of units, by region, highest firstsample_sales v1 · aggregate · 3 rows · 128 ms
same as Claude CodeCheck
sam via ChatGPTWed 4 Nov 13:19 · 1 call · sample_sales · 192 ms1 answer matches another agent
Wed 13:19
Units: sum of units, by region, highest firstsample_sales v1 · aggregate · 3 rows · 192 ms
same as Claude CodeCheck
northwind via Claude CodeTue 3 Nov 15:47–15:51 · 3 calls · sample_sales · 630 ms1 answer matches another agent
Tue 15:51
Orders: count, by channelsample_sales v1 · aggregate · 3 rows · 294 ms
Tue 15:49
Describe the datasetsample_sales · describe_dataset · 147 ms
Tue 15:47
Units: sum of units, by region, highest firstsample_sales v1 · aggregate · 3 rows · 189 ms
same as ChatGPTCheck
sam via ChatGPTTue 3 Nov 13:19 · 1 call · sample_sales · 224 ms
Tue 13:19
Distinct values of regionsample_sales v1 · distinct_values · 3 values · 224 ms
sam via ChatGPTMon 2 Nov 13:21 · 1 call · sample_sales · 112 ms1 answer matches another agent
Mon 13:21
Units: sum of units, by region, highest firstsample_sales v1 · aggregate · 3 rows · 112 ms
same as Claude CodeCheck
northwind via Claude CodeSun 1 Nov 15:47–15:49 · 2 calls · sample_sales · 504 ms
Sun 15:49
Orders: count, by channelsample_sales v1 · aggregate · 3 rows · 231 ms
Sun 15:47
Describe the datasetsample_sales · describe_dataset · 273 ms
sam via ChatGPTSun 1 Nov 13:19 · 1 call · sample_sales · 176 ms1 answer matches another agent
Sun 13:19
Units: sum of units, by region, highest firstsample_sales v1 · aggregate · 3 rows · 176 ms
same as Claude CodeCheck
sam via ChatGPTSat 31 Oct 13:19 · 1 call · sample_sales · 208 ms
Sat 13:19
Distinct values of regionsample_sales v1 · distinct_values · 3 values · 208 ms
Esc

Do this with your own data

The demo is read-only. With a free account you add your own sheets and CSVs, fix them, and connect Claude, ChatGPT or Cursor in about two minutes.

Create free account