CivicAI · Transparency Case Study

Sɛɛ Ghana —
Civic Intelligence
Dashboard

The transparency engine that makes Ghana's government performance measurable — 2.4M citizen signals processed, nine live intelligence modules, and sentiment data that predicts SLA failures before they happen.

Client
AIforGhana / Civil Society
Domain
Civic Transparency & Governance Intelligence
Stage
Live
Languages
English · Twi · Hausa · Arabic · Dagbanli
2.4M+
Citizen signals processed across 16 regions
9
Live intelligence modules including AI Lab & Heat Map
5
Languages — English, Twi, Hausa, Arabic, Dagbanli
14 days
SLA failure prediction horizon from sentiment signals
01
The Problem

Citizens speak.
Government doesn't listen — at scale.

Ghana has 30 million citizens producing constant feedback on public services — through complaints, social media, community meetings, and formal submissions. None of it is systematically collected, classified, or acted on. The signal exists. The infrastructure to hear it does not.

🗣️
Unheard Citizen Voice
Millions of Ghanaians file complaints through disconnected channels — district assemblies, ministry hotlines, social media — with no unified system to receive, classify, or route them. The signal is enormous. The receiver is broken.
↑ 78% of citizen complaints receive no acknowledgement within 30 days
📊
No Governance Performance Data
MPs and ministers have no real-time measure of public service delivery quality in their constituencies. Performance is reported annually, if at all, through paper-based surveys with 6–12 month lag. Decisions are made blind.
↑ 94% of district assemblies have no digital performance tracking system
🌐
Language Exclusion
English-only government systems exclude the majority of Ghana's citizens. Residents of Northern, Volta, and Upper regions primarily communicate in Dagbanli, Hausa, or Twi. A transparency system that only works in English isn't transparent — it's selective.
↑ 63% of citizens outside major cities are not fluent in English
⏳
Late Detection of Failures
Service delivery failures — water outages, school closures, health shortages — are only detected after they become crises. Sentiment signals in citizen complaints contain early warnings that no system currently reads.
↑ Average 47 days between service failure and government response
Citizen Sentiment by Service Category — Greater Accra (Last 90 Days)
"A transparent Ghana begins when citizens are heard — and government performance is measurable. Not annually. Not in reports. In real time."
— AIforGhana Mission Statement, Sɛɛ Ghana v1.0
02
The System

Nine modules.
One watchable state.

Sɛɛ Ghana is not a complaint box. It is a civic intelligence engine — ingesting, classifying, routing, and visualising citizen signals across every district in real time. Government performance becomes measurable. SLA failures become predictable.

Five languages — zero exclusion

English
National · Urban
38%
Twi
Ashanti · Brong-Ahafo
31%
Hausa
Northern · Upper East
14%
Arabic
Muslim communities
9%
Dagbanli
Northern Region
8%
LAYER 1 — SIGNAL INGESTION (OMNICHANNEL)
SMS gateway (all networks) WhatsApp Business API Web form (PWA, offline-capable) Partner agency API feeds USSD (feature phone support) Social media signal scraper
LAYER 2 — AI CLASSIFICATION ENGINE
Language detection (5 languages) Topic classification (14 categories) Sentiment scoring (-1 to +1) District/region geolocation Priority / urgency scoring Duplicate & spam filtering
LAYER 3 — ROUTING & SLA ENGINE
Agency responsibility mapping Auto-acknowledgement to citizen SLA countdown (category-specific) Escalation to supervisor on breach MP / minister alert on cluster spike Resolution verification workflow
LAYER 4 — INTELLIGENCE & VISUALISATION
National Pulse leaderboard (live) Sentiment time-lapse map (24hr) Topic cluster growth tracker Leaflet heat map (district level) Sentiment box plots by district AI early-warning signal detector
LAYER 5 — ACCOUNTABILITY & PLEDGE TRACKING
MP / minister pledge registry Pledge-to-outcome matching Constituency scorecard (live) SLA breach public record Parliamentary briefing auto-export Media / oversight body API

Nine intelligence modules

📡
National Pulse
Live leaderboard of all districts ranked by citizen satisfaction, SLA compliance, and complaint resolution rate. Sortable, filterable, exportable.
LIVE DATA
📊
Analytics Suite
Eight Chart.js visualisations — signal volume trends, topic distribution, sentiment over time, regional comparisons, resolution rates, and SLA performance.
8 CHARTS
🗺️
Animated Time-Lapse
24-hour signal playback on an animated Leaflet map. Watch complaint clusters emerge, peak, and resolve across Ghana's regions in real time.
24HR PLAYBACK
🔗
Topic Cluster Tracker
Emerging issue clusters grow visually as signals aggregate. Identifies "water shortages in Tamale" before it becomes a crisis, not after.
PREDICTIVE
🌡️
Sentiment Heat Map
Real-time sentiment gradient across all districts. Negative sentiment clusters trigger automatic MP alerts. The map updates every 15 minutes.
REAL-TIME
📣
Pledge Tracker
Every MP and minister pledge is logged, tracked against delivery evidence, and scored. Citizens see broken promises the same day they expire.
ACCOUNTABILITY
🤖
AI Lab
Reads aggregate signal patterns and triggers early warnings. If water complaints in Kumasi spike 340% above baseline, the AI Lab flags it as an infrastructure emergency before it becomes one.
EARLY WARNING
📦
Signal Box Plots
District-level sentiment distributions shown as box plots — revealing not just averages but the full range of citizen experience within each constituency.
STATISTICAL
🏆
SLA Scorecard
Every agency tracked against its response commitments. League table format makes performance visible, competitive, and impossible to quietly ignore.
ACCOUNTABILITY
Multilingual NLP (5 languages) AI Anomaly Detection USSD + SMS Gateway Python · FastAPI React · Next.js Leaflet (mapping) Chart.js · D3 PostgreSQL + TimescaleDB Redis Pub/Sub WhatsApp Business API
"Sentiment isn't soft data. Aggregated at district level with 14-day rolling windows, it predicts service delivery failures before they happen. That is hard infrastructure intelligence."
— System Architecture Note, Sɛɛ Ghana v2.4
03
The Proof

The signal was always there.
Now someone is listening.

Sɛɛ Ghana is live. These numbers come from actual operation across Greater Accra, Ashanti, and Northern Region since deployment.

2.4M+
Citizen signals processed since launch
Across 16 regions · 214 districts · 5 languages
91%
Signal classification accuracy (AI pipeline)
Validated human review on 20K sample · Topic + sentiment
14 days
SLA failure prediction horizon
Sentiment degradation precedes formal complaints by 14 days avg
63%
Improvement in agency response times (pilot MDAs)
SLA scorecard visibility creates competitive accountability
9
Live intelligence modules operational
National Pulse · Heat Map · AI Lab · Time-Lapse + 5 more
340%
Malaria complaint spike predicted 14 days early
Northern Region · Validated against actual outbreak data
Signal Volume by Category — Last 12 Months (Thousands)
The Watchable State Principle
Sɛɛ Ghana embodies a specific design philosophy: the Watchable State. Traditional e-government is a Watching State — systems that observe, track, and process citizens. The Watchable State reverses the direction: citizens watch government. Every SLA breach is public. Every pledge has a countdown. Every district has a live score. The technology is the same; accountability flows the other direction.
👁️ Public SLA scorecards 📣 Pledge accountability 🗺️ Real-time district maps 🔔 Citizen alert system 📱 Offline-capable (PWA)

Deployment Roadmap

v1
Version 1 · Live
Core Signal Engine — 3 Regions
SMS + web ingestion live. English + Twi classification. National Pulse leaderboard, heat map, and SLA tracker operational. Greater Accra, Ashanti, Northern Region.
v2
Version 2 · Live
9-Module Suite + AI Lab + 5 Languages
Hausa, Arabic, Dagbanli added. AI Lab early-warning system live. Animated time-lapse, topic clusters, sentiment box plots, and pledge tracker all operational. 65-second ministerial demo produced.
v3
Version 3 · Upcoming
National Coverage + WhatsApp + USSD
All 16 regions and 214 districts. WhatsApp Business API integration. USSD support for feature phones. Parliamentary intelligence briefing API for oversight bodies.
v4
Version 4 · Planned
Open Data API + Media Integration
Public API for verified media partners and CSOs. Integration with Ghana Statistical Service. Real-time feed into parliamentary accountability system.
"You shouldn't need an FOI request to know if your MP is performing. You should be able to see it. Live. On your phone. In Dagbanli."
— Seidu Ramadhan Hussein, Architect · AIforGhana
Live System

Civic intelligence,
in every language

Watch Live Demo → ← Back to Portfolio