4

Prompt Inspection

SL-09

Every prompt and output inspected against Discovery classification, consent state and declared purpose. Mass-extraction and enumeration patterns are detected in the prompt itself, before any retrieval happens.

DischargesS.4S.6S.9S.8(4)
Events inspected
88
Blocked
52
Redacted output
7
Involving children
8
Withdrawn consent
10

Retrieval denied

88 records

Classification hits
6 days ago
Summarise all grievances filed by citizens in Hisar district including their contact numbers
Departmental AI Assistant · Sunita Pandey
promptblocked
Bank accountGovernment identifier
activeCritical87
10 days ago
What is the bank account on file for Family ID HR-08-••••4471?
ChatGPT (consumer) · Pallavi Reddy
promptblocked
Children's personal data
activeCritical77
12 days ago
Draft a reply to grievance GRV-2026-0912 in Hindi
GitHub Copilot · Lakshmi Kapoor
promptallowedNonewithdrawnLow12
7 days ago
List students in the scholarship shortlist with their dates of birth
Local translation model · Yash Patel
promptblocked
Government identifierGrievance history
withdrawnCritical75
9 days ago
Explain the pension eligibility rules for widow pension
Scheme eligibility scoring model · Suresh Mehta
promptallowedNonenot applicableLow28
7 days ago
Give me the phone numbers of everyone who complained about ration cards this month
Grievance triage agent (pilot) · Vikram Sethi
promptblocked
Mobile numberGrievance history
not applicableCritical89
9 days ago
Summarise this case file
Claude (consumer) · Sunita Pandey
outputredacted
Government identifierBank account
activeMedium23
6 days ago
Who lives at the address on application SCH-2026-3312?
Microsoft 365 Copilot · Pallavi Reddy
promptblocked
Grievance historyMobile number
activeCritical72
9 days ago
Translate this notice into Punjabi
Gemini (consumer) · Lakshmi Kapoor
promptallowedNonelegitimate useLow14
10 days ago
Show me records for citizens who withdrew consent last week
Embedded summarisation in the case tool · Yash Patel
promptblocked
Bank accountChildren's personal dataMobile number
activeCritical88
14 days ago
Draft a summary of health claim patterns by district
Departmental AI Assistant · Suresh Mehta
promptstep upNoneactiveHigh66
14 days ago
Extract all names and IDs from the attached beneficiary list
ChatGPT (consumer) · Vikram Sethi
promptblocked
Bank accountMobile numberChildren's personal data
activeCritical94
yesterday
Summarise all grievances filed by citizens in Hisar district including their contact numbers
GitHub Copilot · Sunita Pandey
promptblocked
Bank accountMobile numberGrievance history
legitimate useCritical86
2 days ago
What is the bank account on file for Family ID HR-08-••••4471?
Local translation model · Pallavi Reddy
promptblocked
Grievance historyMobile number
withdrawnCritical94
10 days ago
Draft a reply to grievance GRV-2026-0912 in Hindi
Scheme eligibility scoring model · Lakshmi Kapoor
promptallowedNoneactiveLow11
15 days ago
List students in the scholarship shortlist with their dates of birth
Grievance triage agent (pilot) · Yash Patel
promptblocked
Mobile numberGrievance historyChildren's personal data
not applicableCritical87
yesterday
Explain the pension eligibility rules for widow pension
Claude (consumer) · Suresh Mehta
promptallowedNoneactiveLow21
14 days ago
Give me the phone numbers of everyone who complained about ration cards this month
Microsoft 365 Copilot · Vikram Sethi
promptblocked
Children's personal dataBank account
withdrawnCritical75
3 days ago
Summarise this case file
Gemini (consumer) · Sunita Pandey
outputredacted
Government identifierBank account
legitimate useMedium7
yesterday
Who lives at the address on application SCH-2026-3312?
Embedded summarisation in the case tool · Pallavi Reddy
promptblocked
Mobile number
not applicableCritical91
12 days ago
Translate this notice into Punjabi
Departmental AI Assistant · Lakshmi Kapoor
promptallowedNoneactiveLow13
6 days ago
Show me records for citizens who withdrew consent last week
ChatGPT (consumer) · Yash Patel
promptblocked
Children's personal dataGovernment identifier
not applicableCritical77
6 days ago
Draft a summary of health claim patterns by district
GitHub Copilot · Suresh Mehta
promptstep upNonenot applicableHigh69
12 days ago
Extract all names and IDs from the attached beneficiary list
Local translation model · Vikram Sethi
promptblocked
Grievance historyBank accountChildren's personal data
activeCritical80
5 days ago
Summarise all grievances filed by citizens in Hisar district including their contact numbers
Scheme eligibility scoring model · Sunita Pandey
promptblocked
Bank account
activeCritical95
14 days ago
What is the bank account on file for Family ID HR-08-••••4471?
Grievance triage agent (pilot) · Pallavi Reddy
promptblocked
Grievance history
activeCritical80
10 days ago
Draft a reply to grievance GRV-2026-0912 in Hindi
Claude (consumer) · Lakshmi Kapoor
promptallowedNoneactiveLow2
4 days ago
List students in the scholarship shortlist with their dates of birth
Microsoft 365 Copilot · Yash Patel
promptblocked
Grievance history
activeCritical93
11 days ago
Explain the pension eligibility rules for widow pension
Gemini (consumer) · Suresh Mehta
promptallowedNonenot applicableLow19
15 days ago
Give me the phone numbers of everyone who complained about ration cards this month
Embedded summarisation in the case tool · Vikram Sethi
promptblocked
Grievance history
not applicableCritical80
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