Ministry of Statistics & Programme Implementation · MPLADS Division
Detect anomalies. Verify evidence. Strengthen accountability.
NIRIKSHAK AI assists authorised public officials and programme authorities to surface unusual patterns in MPLADS works, examine empirical supporting evidence, and prioritise cases that warrant human verification.
Select your designated official authority to access dedicated surveillance, evidence logs, and review queues.
View and track projects recommended for your parliamentary constituency.
Monitor project execution, verify evidence, and log official determinations in your district.
Monitor MPLADS projects, cross-district progress, and compliance across your state.
Monitor MPLADS national implementation, fund flows, and cross-state analytics.
About NIRIKSHAK AI
NIRIKSHAK is designed as an intelligence and investigation layer for MPLADS monitoring. It does not replace official decision-making. Instead, it assists officials in surfacing risk signals, organising empirical evidence, and focusing limited inspection resources where scrutiny is most warranted.
An anomaly score is an objective indicator for human examination—never an automatic finding of wrongdoing or fraud.
Investigators review baseline peer benchmarks, duplicate clusters, and records before determining audit actions.
Core Architecture
A structured, three-stage workflow engineered to support official audits—not substitute human judgment.
Identifies statistical signals including cost outliers against peer groups, exact project duplicates, near-duplicate textual descriptions, and irregular allocation patterns across monitored works.
Brings raw project records, district & state peer medians, Integrity Passports, and baseline comparisons together so every flagged case is transparently explained with verifiable signals.
Empowers authorised oversight authorities to conduct structured inquiries, assign physical field inspections, request contractor vouchers, and maintain immutable audit histories.
NIRIKSHAK AI adheres to strict public governance standards. The platform operates on four non-negotiable principles:
Non-Accusatory Terminology
Cases are marked as “Flagged for review” or “Investigation priority”, never premature declarations of fraud.
Disclosed Data Limitations
Unrecorded expenditure or progress fields are transparently flagged as unavailable rather than fabricated.
Full Officer Audit Logging
All inquiries, document requests, and review closures are permanently logged with officer credentials.
Members of Parliament, District Authorities, State Nodal Authorities, and MoSPI officials access the NIRIKSHAK platform using registered credentials and verified official roles.