Sentiment Intelligence | Understanding How Cities Really Feel

The world's most advanced urban sentiment analysis

Transform millions of social expressions into actionable urban intelligence. Understand not just what happens in your city, but how people feel about it.

The missing layer in urban planning

Traditional data shows

  • Where people live
  • What infrastructure exists
  • How traffic flows
  • When services operate

Sentiment intelligence reveals

  • How satisfied residents are
  • What frustrates communities
  • Which services delight or disappoint
  • Where trust is building or breaking
  • Why people love or leave neighborhoods

How it works

From social expressions to actionable intelligence in three steps

1

Data collection

We ethically aggregate public expressions from:

  • • Social media platforms
  • • Review sites
  • • Forums and community boards
  • • News comments
  • • Government feedback
2

Advanced processing

Our AI understands context and nuance:

  • • Arabic-native NLP
  • • 30+ languages
  • • Slang recognition
  • • Sarcasm detection
  • • Cultural interpretation
3

Intelligence generation

Transform sentiment into insights:

  • • Satisfaction heat maps
  • • Trend identification
  • • Correlation analysis
  • • Predictive modeling
  • • Impact assessment

Key capabilities

Comprehensive sentiment analysis across every dimension

Location-based sentiment

Map emotions to specific places

Neighborhood level

  • • Overall satisfaction scores
  • • Comparative rankings
  • • Change tracking
  • • Issue identification

Point of interest

  • • Venue-specific sentiment
  • • Service quality perception
  • • Safety concerns
  • • Value perception

Topic-specific analysis

Understand sentiment across 81 topics

Infrastructure & services

  • • Transport satisfaction
  • • Road quality perception
  • • Utility reliability
  • • Digital services

Quality of life

  • • Safety feelings
  • • Healthcare satisfaction
  • • Education perception
  • • Housing stress

Temporal patterns

Track how sentiment evolves

Real-time monitoring

  • • Live sentiment feeds
  • • Spike detection
  • • Crisis alerts
  • • Event impact

Predictive insights

  • • Sentiment forecasting
  • • Issue escalation
  • • Trend projection
  • • Risk identification

See it in action

Real-time sentiment intelligence across your city

Sentiment dashboard overview

City-wide sentiment dashboard

Topic analysis view

Topic-specific sentiment analysis

Sentiment heat map

Geographic sentiment heat maps

Sentiment trends

Temporal sentiment patterns

The language advantage

Advanced multilingual analysis with specialized support for Arabic dialects and regional variations

Arabic dialect recognition

  • • Gulf Arabic
  • • Levantine Arabic
  • • Egyptian Arabic
  • • Maghrebi Arabic
  • • Modern Standard Arabic
  • • Code-switching detection

Cultural context

  • • Regional expressions
  • • Cultural references
  • • Religious considerations
  • • Social nuances
  • • Local terminology
  • • Contextual meaning

Advanced capabilities

  • • Mixed language posts
  • • Arabizi (Arabic in Latin)
  • • Emoji interpretation
  • • Hashtag analysis
  • • Meme understanding
  • • Sarcasm detection

Applications

How different stakeholders use Sentiment Intelligence

Government use cases

Policy impact assessment

Dubai Flexible Working Policy

Result: 92% positive sentiment

Service improvement

Riyadh Municipal Services

Result: 35% satisfaction increase

Crisis management

COVID-19 Response Monitoring

Result: Proactive issue resolution

Developer applications

Market sentiment analysis

  • • Neighborhood desirability
  • • Amenity preferences
  • • Price sensitivity
  • • Development reception

Brand monitoring

  • • Reputation tracking
  • • Project sentiment
  • • Competitive positioning
  • • Customer satisfaction

Planning applications

Community engagement

  • • True public opinion
  • • Unheard voices captured
  • • Real-time feedback
  • • Authentic insights

Plan validation

  • • Public reception
  • • Concern identification
  • • Support building
  • • Adjustment opportunities

Success stories

Real results from cities using Sentiment Intelligence

Dubai Desert Conservation Reserve

Challenge:

Understand public sentiment about conservation efforts

Solution:

Analyzed visitor feedback and social expressions

Impact:

  • Visitor satisfaction mapped
  • Conservation awareness measured
  • Experience gaps identified
  • Programs optimized
  • Engagement increased 45%

Social Atlas of Riyadh

Challenge:

Create comprehensive sentiment map of megacity

Solution:

Analyzed 50M+ social expressions across 81 topics

Impact:

  • First city-wide sentiment baseline
  • Neighborhood satisfaction ranked
  • Service priorities identified
  • Policy effectiveness measured
  • Planning data transformed

Reem Island Community

Challenge:

Monitor resident satisfaction in new development

Solution:

Real-time sentiment tracking across amenities

Impact:

  • Community needs identified
  • Service quality improved
  • Resident retention increased
  • Issue response time halved
  • Satisfaction up 35%

Technical specifications

Processing capabilities

  • 1M posts/day processing
  • 15-minute update cycles
  • 95% language accuracy
  • 85% sentiment accuracy
  • Sub-second query response

Data coverage

  • Historical from 2018
  • All major platforms
  • Public data only
  • Privacy compliant
  • GDPR ready

Integration options

  • REST API access
  • Real-time webhooks
  • Batch processing
  • Dashboard embedding
  • Export capabilities

Languages supported

  • Arabic (all dialects)
  • English
  • Hindi/Urdu
  • French
  • 25+ additional

Measuring what matters

Prioritize interventions and measure their real impact on citizen satisfaction

Intervention prioritization

Resource allocationData-driven
Project rankingImpact-based
Investment decisionsEvidence-led
Policy developmentOutcome-focused

Impact measurement

Sentiment trackingBefore/after
Effectiveness monitoringReal-time
District benchmarkingComparative
Outcome forecastingPredictive

City optimization

Satisfaction monitoringContinuous
Issue identificationProactive
Priority settingStrategic
Progress trackingMeasurable

Pricing models

Flexible pricing based on city size and needs

Small cities

<500K population

  • Core sentiment analysis
  • 5 topics tracked
  • Monthly reports
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Medium cities

500K-2M population

  • Full sentiment platform
  • 40 topics tracked
  • Real-time monitoring
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Large cities

>2M population

  • Enterprise features
  • All 81 topics
  • Predictive analytics
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Get started with sentiment intelligence

Transform how you understand your city. Move beyond statistics to understand the human experience of urban life.

Live Demo

Experience the platform with real city data

Schedule Demo

Sentiment Report

Get a free sentiment snapshot of your city

Request Report

Pilot Program

30-day trial with your city's data

Start Pilot