AI integration capabilities for citizens and government officers across the top 10 escalation paths.
Emergency
Urban civic
Rural civic
Revenue
Other services
1
Streetlight / garbage / water (city)
Citizen AI
Snap photo → vision model classifies issue type, ward, severity
Auto-files via WhatsApp / Namma Chennai with GPS + ward auto-tagged
SLA timer with proactive nudges if breached → auto-escalates to Zonal Officer
Tamil voice option for non-app users
Officer AI
Auto-routing by image + GPS to correct ward & department (no human triage)
Cluster detection: 10 similar complaints from one zone → emerging problem alert
Predictive maintenance from outage history (which streetlights will fail next 30d)
Field-staff workload balancer; SLA dashboard per zone & per Commissioner
Path: Ward Councillor → Zonal Officer → Commissioner
2
Streetlight / water (village)
Citizen AI
Voice-first Tamil agent on WhatsApp (low data, low literacy)
Auto-identifies panchayat from phone GPS; pre-fills President's name
Reads back complaint in Tamil before submission to confirm intent
Gram Sabha reminders for nearest meeting where issue can be raised
Officer AI
BDO dashboard aggregating issues across all villages in block
IoT water-flow + tank-level integration → automatic ticket creation
Fund utilization tracker against scheme allocations per panchayat
Voice notes from field staff transcribed and entered as updates
Path: Panchayat President → BDO → Collector
3
Patta / land records / certificates
Citizen AI
Photo-to-form: take pic of old documents, AI extracts and fills e-Sevai application
Pre-submission check: catches missing docs, name mismatches, common rejection causes
Realistic timeline predictor based on taluk's historical throughput
Proactive nudges at each stage; one-click escalation to RDO if stuck
Officer AI
OCR + cross-reference with land records → flags inconsistencies for VAO
Fraud detection: duplicate patta requests, suspicious survey number patterns
Queue prioritization by application age + complexity score
Tahsildar dashboard: pending counts, SLA breaches, anomalous approval rates per VAO
Path: e-Sevai → VAO (verify) → Tahsildar (issue) → RDO / Collector
4
Ration card / PDS
Citizen AI
Monitors monthly entitlement vs. actual receipts; alerts on shortfall
Photo of ration shop receipt → AI extracts qty, compares with entitlement
Auto-files complaint with TSO if shop closed during scheduled hours
Family-card change requests pre-filled from voice description
Officer AI
Fraud detection: ghost cards, duplicate beneficiaries across taluks
Supply chain optimization: predicts demand spikes, prevents stock-outs
Ration shop performance scoring (uptime, complaints, shortages)
Aadhaar-seeding gap analysis for high-priority beneficiaries
Path: Taluk Supply Officer → DSO → Civil Supplies Commissioner
5
Police / FIR / safety
Citizen AI
FIR drafting assistant: converts plain Tamil narrative to legal-vocabulary FIR
Evidence locker: timestamped, hash-anchored audio/photo/video
Jurisdiction routing: identifies right police station from incident GPS
Victim support chatbot in Tamil with helpline directory by issue type
Officer AI
Case priority scoring; auto-grouping of related FIRs across stations
Pattern detection across beats (with strong bias controls)
CCTV + body-cam search via natural-language queries
Disposition tracking dashboard for SP / Commissioner of Police
Path: 112 / SHO → DSP → SP or CP → DGP
6
Electricity (TANGEDCO)
Citizen AI
Bill anomaly detection: flags abnormal monthly jumps with explanation
Outage predictor + neighborhood-wide aggregation (am I alone or is it a zone?)
Voice triage on 1912 in Tamil: routes load-shed vs. wire-down vs. billing
Solar / TANGEDCO bill optimizer based on consumption pattern
Officer AI
Predictive maintenance for transformers from load + weather + age
Theft / pilferage detection from smart-meter anomalies
Load balancing across feeders during peak hours
Collection prioritization: who to follow up vs. who to disconnect
Path: Section Office → AE → 1912 / EE
7
Government school
Citizen AI
Parent assistant: turns Tamil voice into school-formatted complaint or query
Child's learning gap detector from homework + exam photos (Tamil + maths)
Free-period AI tutor for kids who don't have private tuition
School-attendance / mid-day-meal status pinger via SMS
Officer AI
Dropout prediction from attendance + grades + family-card data → flag to BEO
Teacher absenteeism patterns, vacancy heat-map
Mid-day meal supply-chain dashboard with quality-complaint clustering
Learning-outcome cohort tracking by school + block + district
Path: Headmaster → BEO → CEO
8
MGNREGA / job card / wages
Citizen AI
Job-card entitlement calculator and wage tracker by household
Daily work photo upload that becomes auto-evidence for muster roll
Voice-first complaint when wages delayed; auto-files with BDO + DRDA
Asset-mapping: shows what MGNREGA assets your village received
Officer AI
Geo-tagged work verification (photo + GPS + time, ML-checked for staging)
Ghost-worker detection from biometric + family-card cross-reference
Payment automation reducing wage-delay grievances
Demand prediction by season to pre-plan worksites
Path: Village Panchayat → BDO → DRDA / Collector
9
Government hospital
Citizen AI
Symptom triage in Tamil → recommends PHC / GH / specialist
Real-time wait-time prediction by hospital, by department
Prescription explainer: drug names, dose, side-effects in Tamil
Post-visit follow-up agent: reminds on meds, asks about recovery
Officer AI
Bed-availability + ICU + ventilator state across district in one dashboard
Drug stock-out prediction; auto-replenishment requests
Disease-outbreak early warning from PHC visit clustering
Diagnostic-aid for rural doctors (image + decision support, not replacement)
Path: BMO → DHO → Director Public Health
10
Corruption / bribe demand
Citizen AI
Anonymized evidence locker with chain-of-custody hashing
Tamil legal-rights chatbot: what counts as a bribe, what protections exist
Auto-files DVAC complaint with relevant evidence attached + Aadhaar shielded
Status tracker across DVAC + Vigilance Commissioner + Lokayukta
Officer AI
Anomaly scoring on approval / rejection / delay patterns by officer
Cross-department correlation (same officer, similar complaints)
Audit trail forensics: who saw what, when, with anomaly flags
Whistleblower-protection pipeline with auto-redaction of identifying info
Path: DVAC → Vigilance Commissioner → Lokayukta / CBI