Arushi Nath

Better My City, my AI-powered civic issues reporting platform for school students, has been awarded 2nd Place in the Public Projects category at the City of Toronto Open Data Awards (2025–2026).

The annual Open Data Awards recognize projects that use Toronto’s open datasets to generate measurable public impact. This year, 45 submissions were reviewed by an expert panel of municipal leaders, city staff, civic technologists, AI engineers, and academics. Projects were evaluated based on public impact, innovation, and user-centricity.

The Better My City app was recognized for its innovative merging of AI with open datasets and the mobile usage patterns of school students to automate and enhance 311 reporting. The 2026 Awards Gala Ceremony, bringing together the winners, was held at Metro Hall, Toronto, on 11 February 2026. As a winner, I delivered a presentation about my app, how it was used by students, the open datasets it leveraged, and how it made the city better.

Speaking about Better My City at City of Toronto Open Data Awards Gala on 11 February 2026
Group photographs with other City of Toronto Open Data winners and organizers.

The Problem: Students Experience the City Daily, But Civic Engagement is Weak

Toronto has over 100,000 high-school students, and are one of the biggest daily users of public infrastructure. Students walk, bike, and take transit to school and after school activities along fixed routes every day. Students navigate construction sites, encounter unsafe street crossings, speeding cars, and accessibility gaps in real time. They leave for school early in the morning, often making them the first to notice:

  • Faded crosswalks
  • Vandalized bus stops
  • Malfunctioning walk signals
  • Overflowing trash bins
  • Icy sidewalks
  • Obstructed accessibility paths

These issues make the school commute less safe and less pleasant than it should be. Yet few students report them because civic reporting systems like 311 Toronto do not speak the language of youth.

Reporting through the City’s 311 service requires:

  • Adult-level familiarity with government systems
  • Understanding municipal terminology
  • Selecting the correct category from dropdown menus
  • Completing text-based forms
  • Writing detailed issue descriptions

The process takes time and falls outside typical youth mobile usage patterns, making it unappealing and inaccessible. The result is a civic participation gap: youth experience infrastructure failures firsthand but lack student-friendly tools to make a difference.

The Opportunity: Transforming Mobile Photographs into Civic Signals using AI

Most students carry mobile phones and constantly document their daily lives – friends, food, events, moments. They are fluent in social media and increasingly comfortable using AI tools. I wanted to redirect that instinct for documentation and hyperlocal observation toward civic improvement.

Better My City transforms the simple act of snapping a photo into structured civic input – converting everyday student observations which make their school commute unsafe into actionable report on 311 Toronto.

The Solution: Images and AI-Assisted Civic Reporting

Better My City is a Flutter-based mobile application designed to make municipal systems speak the language of youth to attract their usage.

When a student encounters a civic issue, they simply point and take a photograph using the Better My City app. The app uses:

  • Device GPS and EXIF metadata of the picture to determine precise location
  • Reverse geocoding to confirm street-level context
  • The Gemini Vision API for multimodal image classification
  • Patterns from Toronto’s 311 Service Requests dataset to align reporting categories
  • The City’s open ward dataset to map ward boundaries

Within seconds, based on the interpretation of the photograph and the associated meta data, the app generates a structured draft complaint aligned with municipal reporting standards, complete with date, ward number, and hash tags.

Students can:

  • Submit the report on Better My City which then tweets it to 311 Toronto
  • Copy the report and send them on their own
  • View the issue on a live crowdmap powered by Google Maps
  • Track ward-level issue clusters

Reports and images are securely stored via Firebase, with real-time streams updating the map instantly as new reports are submitted. By automating classification, geolocation, and form filling, and keeping it multi-media based, Better My City almost gamifies youth participation – turning everyday observations into measurable public impacts.

Real Impact: What Has Been “Made Better”?

To date, the platform has facilitated 75+ student-generated reports across multiple wards in Toronto. Reports cluster into four major categories:

Road Safety: faded crosswalks, malfunctioning signals, obstructed bike lanes
Accessibility: icy sidewalks, blocked curb cuts
Maintenance: dumping hotspots, broken benches
Infrastructure Gaps: missing signage, unsafe construction zones

Examples from the Made Better section of the App include:

  • Obstructed walk signals cleared within 24 hours
  • Overflowing garbage bins addressed after student submissions
  • Faded crosswalk markings repainted
  • Missing park benches replaced following sustained reporting
  • School-zone safety concerns escalated into formal review pipelines
  • Icy sidewalk hazards or debris in bike lanes cleared more rapidly after student documentation
  • Vandalized speeding cameras restored (this category no longer exists as Government of Ontario has banned speed cameras against all scientific evidence putting safety of vulnerable users at risk)

Students can now submit a structured report in under 60 seconds using a single photo – compared to several minutes navigating traditional 311 forms.

The difference is not just speed. It is empowerment. Students have connected with ward councillors, attended public consultations, visited City Hall, delivered deputations, and put classroom civics into action – experiencing firsthand how municipal systems respond to student input and collective voices.

Why This Matters

Open data is powerful. When merged with AI and aligned with mobile phone usage patterns, it becomes a tool for public good — enabling students to engage with their City and make it better for everyone.

Better My City demonstrates that by speaking the language of youth and using the tools we already use, civic participation does not need to wait for voting age. Students who interact with the city before 18 are more likely to become committed voters, city builders, good samaritans, informed citizens, and strong leaders. And the world needs more of them.

What’s Next?

Use of Better My City by fellow students has generated feedback for new features and improvements, including:

  • Ward-level dashboards
  • Ability to re-report or remove an issue if unresolved or resolved
  • Civic leaderboards and Good Samaritan recognition
  • Expansion into additional municipalities

Download full project presentation


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