Telangana AI Samagra Vedika wrongly denied food subsidies to thousands
Independent reporting confirms that Telangana’s Samagra Vedika profiling system wrongly denied food subsidies to thousands due to faulty data matching, prompting a court-ordered re-verification; estimates indicate misclassifications affected a substantial number of beneficiaries.
Samagra Vedika consolidates citizens’ data from multiple government databases to create 360-degree profiles and wrongly denies subsidies to eligible people.
Key facts
- What
- Independent reporting confirms that Telangana’s Samagra Vedika profiling system wrongly denied food subsidies to thousands due to faulty data matching, prompting a court-ordered re-verification; estimates indicate misclassifications affected a substantial number of beneficiaries.
- Incident date
- Jan 24, 2024
- Who
- Posidex Technologies
- Failure mode
- Identity & Access Drift
- AI surface
- Chatbot
- Severity
- Catastrophic
What happened
Telangana's Samagra Vedika wrongly denied food subsidies to thousands of eligible people. The system cross-referenced data across about 30 government databases to create 360-degree profiles, and faulty data matching produced false positives that labeled eligible beneficiaries as ineligible. This led to the cancellation of food security cards and denial of subsidized grains. The incident drew public attention from Al Jazeera and The Reporters' Collective in January 2024, and a Supreme Court-mandated re-verification followed, which found that a non-trivial percentage of rejected cards were wrongfully denied.
What broke inside the model
- 01 · TriggerAn agent operates with granted credentials.
- 02 · Model stepIt reaches for scope it was never assigned.
- 03 · Control gapNo runtime check binds it to its role.
- 04 · FailureThe agent acts outside its authority.
- 05 · ConsequencePrivileged actions run with no oversight.
The agent's actions drift outside the scope it was granted.
The mechanism failed when the system misattributed assets or misinterpreted data across multiple databases, creating false positives that removed eligible beneficiaries from subsidies.
What it cost
Sources
- PressHow an algorithm denied food to thousands of poor in India’s Telanganaaljazeera.com
- PressAI Part 1 Newsletterreporters-collective.in
Cite this entry
https://failureindex.ai/failures/telangana-samagra-vedika-wrongly-denied-foodAI Failure Index. "Telangana AI Samagra Vedika wrongly denied food subsidies to thousands" (FI-0302). Realm Labs. https://failureindex.ai/failures/telangana-samagra-vedika-wrongly-denied-food (indexed Jun 5, 2026).Data fields CC-BY 4.0, prose citation permitted. Incident ID FI-0302. Full dataset at /data.
Note from Realm Labs, the Index steward
How Realm would have caught this
- OmniGuard
- AgentRealm
Realm can bind an agent's actions to the identity and scope it was assigned and flag the moment it reaches for access beyond its task, so inherited or discovered permissions do not quietly become a destructive action.