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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

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

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Audit

85 agent calls in the last 30 days: 15 s of query time, 0 errors, and the same answer every time a question was asked again.

Calls: 85
Query time: 15 s
Rows returned: 264
Repeated questions: 3 same answer
Errors: 0

Claude made 73% of the calls in the last 30 days.

Tool calls per day, last 30 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 31

One session is one agent conversation.

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 · 1 call · orders · 171 ms1 answer matches another agent

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 · 1 call · orders · 208 ms1 answer matches another agent

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

sam via ChatGPTTue 10 Nov 13:19 · 1 call · orders · 192 ms1 answer matches another agent

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

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

sam via ChatGPTSun 8 Nov 13:21 · 1 call · orders · 176 ms1 answer matches another agent

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

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

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

maya via ClaudeFri 6 Nov 12:42 · 1 call · orders · 152 ms1 answer matches another agent

Fri 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

maya via ClaudeThu 5 Nov 12:42–12:44 · 2 calls · orders · 418 ms1 answer matches another agent

Thu 12:44

Describe the datasetorders · describe_dataset · 190 ms

Thu 12:42

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

sam via ChatGPTWed 4 Nov 13:21 · 1 call · orders · 160 ms1 answer matches another agent

Wed 13:21

Paid_revenue, orders: count, by regions.region, where status is "paid"orders v1 · aggregate · 4 rows · 160 ms · metric paid_revenue · 1 row unmatched on customer_id → customers.customer_id

same as ClaudeCheck

northwind via CursorWed 4 Nov 12:42 · 1 call · orders · 96 ms1 answer matches another agent

Wed 12:42

Paid_revenue, where order_date ≥ "2026-07-01"orders v1 · aggregate · 1 row · 96 ms · metric paid_revenue

same as ClaudeCheck

maya via ClaudeWed 4 Nov 12:42–12:50 · 5 calls · orders · 1.0 s3 answers match other agents

Wed 12:50

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

Wed 12:48

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

Wed 12:46

Paid_revenue, where order_date ≥ "2026-07-01"orders v1 · aggregate · 1 row · 171 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 · 209 ms · metric paid_revenue · 1 row unmatched on customer_id → customers.customer_id

same as ChatGPTCheck

Wed 12:42

Describe the datasetorders · describe_dataset · 247 ms

northwind via CursorTue 3 Nov 12:42–12:44 · 2 calls · orders · 264 ms1 answer matches another agent

Tue 12:44

Paid_revenue, by customers.segmentorders v1 · aggregate · 4 rows · 120 ms · metric paid_revenue · 1 row unmatched on customer_id → customers.customer_id

same as ClaudeCheck

Tue 12:42

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

maya via ClaudeTue 3 Nov 12:42–12:48 · 4 calls · orders · 684 ms3 answers match other agents

Tue 12:48

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

Tue 12:46

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

Tue 12:44

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

Tue 12:42

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

same as CursorCheck

sam via ChatGPTMon 2 Nov 13:19 · 1 call · orders · 144 ms1 answer matches another agent

Mon 13:19

Paid_revenue, orders: count, by regions.region, where status is "paid"orders v1 · aggregate · 4 rows · 144 ms · metric paid_revenue · 1 row unmatched on customer_id → customers.customer_id

same as ClaudeCheck

northwind via CursorMon 2 Nov 12:42–12:44 · 2 calls · orders · 252 ms1 answer matches another agent

Mon 12:44

Rows: order_id, order_date, customer_id, amount, where status is "refunded", first 50orders v1 · query_rows · 8 rows · 168 ms

Mon 12:42

Paid_revenue, where order_date ≥ "2026-07-01"orders v1 · aggregate · 1 row · 84 ms · metric paid_revenue

same as ClaudeCheck

maya via ClaudeMon 2 Nov 12:42–12:52 · 6 calls · orders · 1.1 s4 answers match other agents

Mon 12:52

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

Mon 12:50

Describe the datasetorders · describe_dataset · 133 ms

Mon 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

Mon 12:46

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

Mon 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

Mon 12:42

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

same as CursorCheck

northwind via CursorSun 1 Nov 12:42 · 1 call · orders · 108 ms1 answer matches another agent

Sun 12:42

Paid_revenue, by customers.segmentorders v1 · aggregate · 4 rows · 108 ms · metric paid_revenue · 1 row unmatched on customer_id → customers.customer_id

same as ClaudeCheck

maya via ClaudeSun 1 Nov 12:42–12:50 · 5 calls · orders · 969 ms3 answers match other agents

Sun 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

Sun 12:48

Describe the datasetorders · describe_dataset · 190 ms

Sun 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

Sun 12:44

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

Sun 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

northwind via CursorSat 31 Oct 12:42–12:44 · 2 calls · orders · 288 ms

Sat 12:44

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

Sat 12:42

Rows: order_id, order_date, customer_id, amount, where status is "refunded", first 50orders v1 · query_rows · 8 rows · 156 ms

maya via ClaudeSat 31 Oct 12:42–12:46 · 3 calls · orders · 627 ms2 answers match other agents

Sat 12:46

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

same as CursorCheck

Sat 12:44

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

Sat 12:42

Describe the datasetorders · describe_dataset · 247 ms