Skip to content

4 agents active today

Agents asked for sum of units 16 times
sample_salesSave it as “units” so every agent uses the same definition.
revenue is stored as text
sample_sales"revenue" looks numeric but is stored as text (1500 of 1500 values, e.g. "$712.80", "$99.00"). Convert it to a number by removing currency symbols and thousands separators?
Review fix
1 row in orders has no match
ordersOn the link customer_id → customers.customer_id. Agents see it under an empty group; a misspelled or missing value is the usual cause.
See the link

Live demo

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

Start free with your data

Audit

72 agent calls in the last 7 days: 12 s of query time, 2 errors, and the same answer every time a question was asked again.

Calls: 72
Query time: 12 s
Rows returned: 211
Repeated questions: 4 same answer
Errors: 2

Claude made 51% of the calls in the last 7 days.

Tool calls per day, last 7 days, Claude 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 23

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

northwind via Cursortoday 12:42–12:44 · 2 calls · orders · 216 ms1 answer matches another agent

12:44

Rows: order_id, order_date, customer_id, amount, where status is "refunded", first 50orders v1 · query_rows · 8 rows · 96 ms

12:42

Paid_revenue, where order_date ≥ "2026-07-01"orders v1 · aggregate · 1 row · 120 ms · metric paid_revenue

same as ClaudeCheck

maya via Claudetoday 12:42–12:50 · 5 calls · orders · 969 ms3 answers match other agents

12:50

Paid_revenue, orders: count, by regions.region, where status is "paid"orders v1 · aggregate · 4 rows · 152 ms · metric paid_revenue · 1 row unmatched on customer_id → customers.customer_id

same as ChatGPTCheck

12:48

Describe the datasetorders · describe_dataset · 190 ms

12:46

Paid_revenue, orders: count, by regions.region, where status is "paid"orders v1 · aggregate · 4 rows · 228 ms · metric paid_revenue · 1 row unmatched on customer_id → customers.customer_id

same as ChatGPTCheck

12:44

Average_order_value, paid_orders, by order_dateorders v1 · aggregate · 3 rows · 266 ms · metric average_order_value · metric paid_orders

12:42

Paid_revenue, by customers.segmentorders v1 · aggregate · 4 rows · 133 ms · metric paid_revenue · 1 row unmatched on customer_id → customers.customer_id

same as CursorCheck

sam via ChatGPTThu 12 Nov 13:19 · 1 call · orders · 224 ms1 answer matches another agent

Thu 13:19

Paid_revenue, orders: count, by regions.region, where status is "paid"orders v1 · aggregate · 4 rows · 224 ms · metric paid_revenue · 1 row unmatched on customer_id → customers.customer_id

same as ClaudeCheck

maya via ClaudeThu 12 Nov 12:42–12:44 · 2 calls · customers, orders · 342 ms · 1 error1 answer matches another agent

Thu 12:44

Rows: countrycustomers · query_rows · 171 ms

unknown_columnCheck

Thu 12:42

Paid_revenue, where order_date ≥ "2026-07-01"orders v1 · aggregate · 1 row · 171 ms · metric paid_revenue

same as CursorCheck

sam via ChatGPTWed 11 Nov 13:19–13:25 · 4 calls · sample_sales, orders · 640 ms3 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

Wed 13:19

Paid_revenue, orders: count, by regions.region, where status is "paid"orders v1 · aggregate · 4 rows · 208 ms · metric paid_revenue · 1 row unmatched on customer_id → customers.customer_id

same as ClaudeCheck

northwind via CursorWed 11 Nov 12:42 · 1 call · orders · 144 ms1 answer matches another agent

Wed 12:42

Paid_revenue, by customers.segmentorders v1 · aggregate · 4 rows · 144 ms · metric paid_revenue · 1 row unmatched on customer_id → customers.customer_id

same as ClaudeCheck

maya via ClaudeWed 11 Nov 12:42–12:56 · 8 calls · orders · 1.5 s5 answers match other agents

Wed 12:56

Paid_revenue, orders: count, by regions.region, where status is "paid"orders v1 · aggregate · 4 rows · 209 ms · metric paid_revenue · 1 row unmatched on customer_id → customers.customer_id

same as ChatGPTCheck

Wed 12:54

Describe the datasetorders · describe_dataset · 247 ms

Wed 12:52

Paid_revenue, orders: count, by regions.region, where status is "paid"orders v1 · aggregate · 4 rows · 114 ms · metric paid_revenue · 1 row unmatched on customer_id → customers.customer_id

same as ChatGPTCheck

Wed 12:50

Average_order_value, paid_orders, by order_dateorders v1 · aggregate · 3 rows · 152 ms · metric average_order_value · metric paid_orders

Wed 12:48

Paid_revenue, by customers.segmentorders v1 · aggregate · 4 rows · 190 ms · metric paid_revenue · 1 row unmatched on customer_id → customers.customer_id

same as CursorCheck

Wed 12:46

Paid_revenue, where order_date ≥ "2026-07-01"orders v1 · aggregate · 1 row · 228 ms · metric paid_revenue

same as CursorCheck

Wed 12:44

Paid_revenue, orders: count, by regions.region, where status is "paid"orders v1 · aggregate · 4 rows · 266 ms · metric paid_revenue · 1 row unmatched on customer_id → customers.customer_id

same as ChatGPTCheck

Wed 12:42

Describe the datasetorders · describe_dataset · 133 ms

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 13:19–13:25 · 4 calls · sample_sales, orders · 576 ms3 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

Tue 13:19

Paid_revenue, orders: count, by regions.region, where status is "paid"orders v1 · aggregate · 4 rows · 192 ms · metric paid_revenue · 1 row unmatched on customer_id → customers.customer_id

same as ClaudeCheck

northwind via CursorTue 10 Nov 12:42–12:44 · 2 calls · orders · 252 ms

Tue 12:44

Refunded_orders, by customers.segmentorders v1 · aggregate · 4 rows · 168 ms · metric refunded_orders · 1 row unmatched on customer_id → customers.customer_id

Tue 12:42

Rows: order_id, order_date, customer_id, amount, where status is "refunded", first 50orders v1 · query_rows · 8 rows · 84 ms

maya via ClaudeTue 10 Nov 12:42–12:50 · 5 calls · orders · 893 ms4 answers match other agents

Tue 12:50

Paid_revenue, orders: count, by regions.region, where status is "paid"orders v1 · aggregate · 4 rows · 171 ms · metric paid_revenue · 1 row unmatched on customer_id → customers.customer_id

same as ChatGPTCheck

Tue 12:48

Average_order_value, paid_orders, by order_dateorders v1 · aggregate · 3 rows · 209 ms · metric average_order_value · metric paid_orders

Tue 12:46

Paid_revenue, by customers.segmentorders v1 · aggregate · 4 rows · 247 ms · metric paid_revenue · 1 row unmatched on customer_id → customers.customer_id

same as CursorCheck

Tue 12:44

Paid_revenue, where order_date ≥ "2026-07-01"orders v1 · aggregate · 1 row · 114 ms · metric paid_revenue

same as CursorCheck

Tue 12:42

Paid_revenue, orders: count, by regions.region, where status is "paid"orders v1 · aggregate · 4 rows · 152 ms · metric paid_revenue · 1 row unmatched on customer_id → customers.customer_id

same as ChatGPTCheck

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 CursorMon 9 Nov 12:42 · 1 call · orders · 108 ms1 answer matches another agent

Mon 12:42

Paid_revenue, where order_date ≥ "2026-07-01"orders v1 · aggregate · 1 row · 108 ms · metric paid_revenue

same as ClaudeCheck

maya via ClaudeMon 9 Nov 12:42–12:52 · 6 calls · orders · 1.2 s4 answers match other agents

Mon 12:52

Describe the datasetorders · describe_dataset · 190 ms

Mon 12:50

Paid_revenue, orders: count, by regions.region, where status is "paid"orders v1 · aggregate · 4 rows · 228 ms · metric paid_revenue · 1 row unmatched on customer_id → customers.customer_id

same as ChatGPTCheck

Mon 12:48

Average_order_value, paid_orders, by order_dateorders v1 · aggregate · 3 rows · 266 ms · metric average_order_value · metric paid_orders

Mon 12:46

Paid_revenue, by customers.segmentorders v1 · aggregate · 4 rows · 133 ms · metric paid_revenue · 1 row unmatched on customer_id → customers.customer_id

same as CursorCheck

Mon 12:44

Paid_revenue, where order_date ≥ "2026-07-01"orders v1 · aggregate · 1 row · 171 ms · metric paid_revenue

same as CursorCheck

Mon 12:42

Paid_revenue, orders: count, by regions.region, where status is "paid"orders v1 · aggregate · 4 rows · 209 ms · metric paid_revenue · 1 row unmatched on customer_id → customers.customer_id

same as ChatGPTCheck

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 · 3 calls · sample_sales, orders · 528 ms3 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 13:21

Paid_revenue, orders: count, by regions.region, where status is "paid"orders v1 · aggregate · 4 rows · 176 ms · metric paid_revenue · 1 row unmatched on customer_id → customers.customer_id

same as ClaudeCheck

Sun 13:19

Units: sum of units, by region, highest firstsample_sales v1 · aggregate · 3 rows · 208 ms

same as Claude CodeCheck

northwind via CursorSun 8 Nov 12:42–12:44 · 2 calls · orders · 288 ms1 answer matches another agent

Sun 12:44

Paid_revenue, by customers.segmentorders v1 · aggregate · 4 rows · 132 ms · metric paid_revenue · 1 row unmatched on customer_id → customers.customer_id

same as ClaudeCheck

Sun 12:42

Refunded_orders, by customers.segmentorders v1 · aggregate · 4 rows · 156 ms · metric refunded_orders · 1 row unmatched on customer_id → customers.customer_id

maya via ClaudeSun 8 Nov 12:42–12:54 · 7 calls · orders · 1.3 s4 answers match other agents

Sun 12:54

Describe the datasetorders · describe_dataset · 247 ms

Sun 12:52

Paid_revenue, orders: count, by regions.region, where status is "paid"orders v1 · aggregate · 4 rows · 114 ms · metric paid_revenue · 1 row unmatched on customer_id → customers.customer_id

same as ChatGPTCheck

Sun 12:50

Average_order_value, paid_orders, by order_dateorders v1 · aggregate · 3 rows · 152 ms · metric average_order_value · metric paid_orders

Sun 12:48

Paid_revenue, by customers.segmentorders v1 · aggregate · 4 rows · 190 ms · metric paid_revenue · 1 row unmatched on customer_id → customers.customer_id

same as CursorCheck

Sun 12:46

Paid_revenue, where order_date ≥ "2026-07-01"orders v1 · aggregate · 1 row · 228 ms · metric paid_revenue

same as CursorCheck

Sun 12:44

Paid_revenue, orders: count, by regions.region, where status is "paid"orders v1 · aggregate · 4 rows · 266 ms · metric paid_revenue · 1 row unmatched on customer_id → customers.customer_id

same as ChatGPTCheck

Sun 12:42

Describe the datasetorders · describe_dataset · 133 ms

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

northwind via CursorSat 7 Nov 12:42 · 1 call · orders · 72 ms

Sat 12:42

Rows: order_id, order_date, customer_id, amount, where status is "refunded", first 50orders v1 · query_rows · 8 rows · 72 ms

maya via ClaudeSat 7 Nov 12:42–12:48 · 4 calls · orders · 741 ms3 answers match other agents

Sat 12:48

Paid_revenue, orders: count, by regions.region, where status is "paid"orders v1 · aggregate · 4 rows · 171 ms · metric paid_revenue · 1 row unmatched on customer_id → customers.customer_id

same as ChatGPTCheck

Sat 12:46

Average_order_value, paid_orders, by order_dateorders v1 · aggregate · 3 rows · 209 ms · metric average_order_value · metric paid_orders

Sat 12:44

Paid_revenue, by customers.segmentorders v1 · aggregate · 4 rows · 247 ms · metric paid_revenue · 1 row unmatched on customer_id → customers.customer_id

same as CursorCheck

Sat 12:42

Paid_revenue, where order_date ≥ "2026-07-01"orders v1 · aggregate · 1 row · 114 ms · metric paid_revenue

same as CursorCheck