AI SorterModule 2 of 7

The right desk, in seconds

Manual sorting is where most grievances lose their first two days. The AI Sorter reads every grievance, in any supported language, and sets the department, ward, type and urgency before an officer opens the inbox. Officers stay in charge: any field can be corrected, and every correction is logged.

  • 4fields set on every grievance
  • 150 mdefault radius for duplicate grouping
  • 100%of reassignments on record
AI Sorter · #G-8843Sample data

Voice note 0:14 · transcribed

“Streetlight in the Temple Lane, Ward 12 has been off for six days. It is very dark at night.”

Classification

Department
Electrical96%
Ward
Ward 12 · from location pin99%
Type
Streetlight not working93%
Urgency
Medium · due in 48 h88%
3 similar complaints within 150 m in 72 h grouped into case C-1207
Officer can correct any field. Every reassignment is logged. Reassign

AI Sorter

Classification you can see, check and correct

Department and officer

Mapped to your own department list and officer hierarchy, not a generic category set. The case lands with the officer responsible for that ward and type.

Ward from location

Location pins and landmarks are matched against your ward boundaries.

Grievance type

Streetlight, garbage, water supply, pothole, sewer overflow and every type you define.

Urgency

Open manholes, exposed wiring and contamination are raised to high urgency automatically.

Duplicates become one case

Complaints about the same burst pipe are grouped by place, time and meaning. The field team fixes it once and every citizen is told.

Officer corrections

Reassign with a reason. The correction improves future sorting for your city.

Confidence shown

Each field shows how sure the sorter is. Low-confidence cases go to a supervisor queue.

Learns your local words

Mohalla names, landmarks and local terms for common problems are added to your city’s vocabulary.

How it works

What happens in the first minute

  1. 01

    Read

    Text and voice transcripts are read in the citizen’s language.

  2. 02

    Classify

    Department, ward, type and urgency are set, each with a confidence score.

  3. 03

    Group

    Nearby complaints about the same issue are linked into one case.

  4. 04

    Assign

    The case reaches the responsible officer with its deadline already running.

Good to know

The details officers and citizens ask about

  • The AI suggests. The officer decides. Any field can be changed with one click.

  • A case cannot be moved silently. Every reassignment shows who moved it, when and why.

  • Citizen names and numbers are not used to decide the department or urgency.

Trust and accountability

What we promise every citizen and officer

  • Citizen details stay private

    Personal details are visible only to officers handling the case and are never shared or sold.

  • Corrections are logged

    AI classification can be corrected by officers, and every reassignment is logged.

  • Proof on every closure

    Escalations and closures are recorded with time stamps and photo proof for accountability.

  • Hosted to your rules

    Data is encrypted and hosted according to the client’s requirements.

60-day free pilot

Start with one department. See the difference in 60 days.

One department or up to 20 wards. No payment details, no commitment. Your data is exported to you if you stop.

  1. Day 1Workspace liveWards, departments and officers loaded
  2. Day 15First grievancesWhatsApp and helpline switched on
  3. Day 45Escalations runningDaily summaries reach senior officers
  4. Day 60Review the numbersOn-time rate, ratings, reopen rate