Monthly photo surveys of blocked footpaths and cycle tracks for city councils
TL;DR Footpathscan mounts cameras on vehicles a city already runs, drives every arterial road once a month and counts what blocks the footpath or cycle track - parked cars, stalls, debris and broken slabs. Municipal bodies pay for ward-wise reports that show what got fixed since the last pass.
India lost 25,858 pedestrians on its roads in 2019, about 17% of all road deaths, and in Kolkata pedestrians make up more than half[1]. Often the walking space just isn't there to use. A 2025 Kolkata study, built on video of 59,409 pedestrians, found that each 1% increase in footpath space taken by vendors raised footpath under-use by 18%, which pushes people onto the carriageway[2].
Cities build cycle tracks and footpaths and then lose track of them. Smart Cities pop-up lanes from the 2020 Cycles4Change challenge were meant to become permanent[3], but I found no city that publishes a regular count of how many metres are actually usable. Officials hear about blockages from complaints, one street at a time.
What it does, in regulatory terms: a survey and reporting service for civic bodies. Footpathscan issues no challans and has no enforcement role, which stays with police and municipal staff. Faces and number plates are blurred at capture to limit personal data under the DPDP Act[4].
A small camera unit rides on garbage trucks, inspection jeeps or city buses that already cover the roads. Software chops the footage into 10-metre segments and tags each one as clear, narrowed or blocked, along with the cause, and human reviewers check a sample of every run. Each month the ward engineer gets a map, a list of the worst stretches with photos and a comparison with the previous month, so a fix shows up as a number.
The original version of this idea was real-time AI watching bike lanes. Most Indian streets have no continuous cycle track, and live camera coverage of every lane would cost more than any city will pay. Monthly passes over shared walking and cycling space match how councils actually plan and budget.
The buyer is the municipal corporation's roads or engineering department, a smart-city company or a development authority that owns arterial roads. Pedestrians and cyclists benefit but don't pay. Pricing is my assumption - a per-kilometre fee per survey cycle, sold as an annual contract. CSR-funded civic groups that already audit streets are a smaller second buyer.
In June 2026 the Supreme Court held that safe, well-marked footpaths are part of citizens' fundamental rights and put a duty on local bodies to provide and maintain them[5]. That gives cities a real reason to measure compliance. A proposed national streets programme targets 10,000 km of improved streets across 100 cities[5], and Indian researchers have already published footpath-damage image datasets[6].
Nobody publishes a figure for spending on footpath or cycle-track audits. The narrowest signal is interest from cities. 95 registered for the India Cycles4Change challenge[3], and the Smart Cities Mission documented 50 street makeovers with ITDP[7]. Those are buyers who've already spent money on streets and now need to show they stay usable.
One street-safety firm photographs streets from moving vehicles every 30 metres at night and scores safety, and it reports work in 79 cities[8]. ITDP India runs detailed manual audits of a handful of streets at a time[9]. Road-condition analytics exist, but they look at carriageways. I found no service selling repeat, ward-level counts of blocked footpaths and cycle tracks to Indian cities.
| Difficulty | Moderate (46/100) |
| Starting capital | ₹64 L–1.2 Cr |
| Time to launch | 6–9 months |
The vision model is the easier part, because even though footpaths are messy you can gather labelled images quickly. Selling to cities is slow, tender-driven and paid late. And the product has to actually change something. If wards ignore the reports then renewal fails.
No sector licence is needed to survey streets and sell reports, but privacy and procurement rules shape the business.
Building this outside India? The categories above usually have a local equivalent, so check with your own regulator.
Don't trust the model on its own for anything a city might act against a vendor on. Keep human review on every flagged stretch, because a wrong tag here turns political fast.
Want to work out the AI layer for Footpathscan? Talk to Yash →
Here's what can go south -
I think this suits a founder who has sold to municipal bodies and can run a small field operation, ideally with a civic-tech or urban-planning background. If you need fast revenue then stay away, honestly. Prove one thing first - that one ward, given three monthly reports, clears a measurable share of its blocked metres.
Plan for roughly ₹64 L–1.2 Cr, mostly for camera units, the vision model, review staff and a long sales cycle with cities.
No sector licence. You need the usual company registration and GST, DPDP compliance for street footage and, for most city work, a tender or GeM route.
Yes, any city that builds footpaths and cycle tracks has the same tracking gap. Check local privacy law on street imagery before you drive a single road.
The free Footpathscan validation kit has the line-by-line capital breakdown, the effort scoring, the privacy and procurement checklist, a 14-day validation sprint with pass/fail targets, a 90-day launch plan, 10 interview questions for city officials, and 5 assumptions to test. Download the kit →
Thinking about building Footpathscan or something close to it? The make-or-break bit is getting a city department to act on your first reports and then pay for the next ones, and that's the kind of thing I help founders with. If you need a hand, you know where to find me. Talk to Yash →
For illustration only. Names are fictional and ideas hypothetical; sourced facts are real but may be out of date. Nothing here is legal, financial or professional advice, and Yash Khatri is not personally liable for any use of it. Read the full disclaimer.