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Audit

22 agent calls in the last 7 days: 3.6 s of query time, 1 error, and the same answer every time a question was asked again.

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Calls: 22
Query time: 3.6 s
Rows returned: 57
Repeated questions: 1 same answer
Errors: 1

ChatGPT made 73% of the calls in the last 7 days.

Tool calls per day, last 7 days, ChatGPT and the other agents

Source: call log, days in UTC. Calls are kept 90 days; results are never stored, only a fingerprint to compare answers.

Sessions 9

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

Check

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

Check

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