171
40%
precision
QUERY: “check-in inventory”
Narrow domain language surfaced deposit disputes, inventory failures and documentation tactics.
Product strategy case study · 2026
A renter is holding ₹4.2 lakh of exposure and a phone video she’ll lose in ten months. I spent a day finding out whether that’s a product.
01 / The verdict
0.43×
LTV over CAC on paid acquisition, against a 3× bar
40%
precision on the research scrape that worked
~0%
precision on the one that didn’t
The concept is structurally sound.
The standalone consumer model is commercially unviable.
The work that proved it cost a day rather than a funding round.
02 / The pivot
A worthwhile job needed to survive three tests. Decluttering survived none of them.
Possession and move-out create fixed moments.
The landlord must accept the shared record.
₹1.5–3L can depend on the evidence.
| Opportunity | Hard deadline | Counterparty | ₹ attached to failure |
|---|---|---|---|
| Decluttering | No | No | No |
| Spatial planning | No | No | No |
| Condition evidence | Yes | Yes | Yes |
“A 24–34 year old salaried renter in Bengaluru, on possession day and again on vacating day, needs to prove the condition of a flat to a landlord holding ₹1.5–3L of their money, and currently solves it by shooting an unstructured phone video and hoping WhatsApp still has it ten months later.”
03 / Research
Two scrapes of renter and landlord forums across India, the UK and France. Failure was useful data, not an appendix.
171
40%
precision
QUERY: “check-in inventory”
Narrow domain language surfaced deposit disputes, inventory failures and documentation tactics.
466
~0%
precision
QUERY: “unfair landlord”
Broad emotional queries fell back to popular content and returned relationship drama.
The method finding: broad emotional keyword queries don’t retrieve; narrow jargon does: “check-in inventory”, “état des lieux”, “security deposit deduction”.
04 / Evidence
“A UK claim went from £400 to £1,835 the moment the tenant refused to settle privately. A landlord, unprompted and in caps, said always pay for check-in reports.”
The decisive artifact isn’t the photo. It’s the counterparty’s acknowledgement of the photo at a time they can’t dispute it.
“One tenant cut a £600 claim to £120 just by threatening dispute.”
The output is a negotiating instrument, not an archive.
“Tenants cite ‘date/time/GPS metadata intact.’ WhatsApp strips metadata.”
Stamps are visible on the artifact, not buried in EXIF.
“Paywall complaints recur; two products are dead while roundups still recommend them.”
Users install, hit a paywall before value, leave. Full value before payment.
05 / Competitive gap
| Product | Who it’s for | Unit | Price | Sign-off | India |
|---|---|---|---|---|---|
| zInspector | Property teams | Portfolio | Paid | Yes | No |
| RentCheck | Property managers | Portfolio | Paid | Yes | No |
| HappyCo | Operators | Portfolio | Paid | Yes | No |
| NoBroker | Renters + owners | Transaction | Mixed | No | Yes |
| Google Photos | Anyone | Media library | Free | No | Yes |
| Anyone | Message thread | Free | Viewed only | Yes | |
| Tenant-first app | Tenant | 1 home | Not offered | Not offered | Not offered |
The insight
Everyone can take photos. Nobody can get the other side on record without looking hostile. Solving that is the product.
06 / Interactive prototype
Play both sides of the exchange. The record only becomes useful when the landlord sees it and feels safe saying so.
The USP: not better photos. A condition record the other side has already acknowledged.
Flat 4B · Move-in
Indiranagar, Bengaluru
Living
8 photos
Kitchen
6 photos
Bedroom
9 photos
23 Sep 2026 · 09:14 IST
Location stamped on every photo
07 / Design decisions
08 / UX writing
In a product whose success metric is someone else’s tap, words carry the interaction.
“Confirms you’ve viewed it. Nothing else.”
“Hi [Name], moved in today, thanks again. I’ve put together a quick photo record of the flat as it is now, so we both have it on file for later.”
“Now get him to look at it. A record he’s seen is worth roughly ten times a record he hasn’t.”
09 / Future opportunities
The failed consumer economics are not the closing argument. They are constraints for the next three business-model tests.
Only 4% of installs become paying customers. CAC is ₹1,500 against ₹650 LTV, and even a ₹1,499 price reaches just 1.3×.
4%
₹1.5K
₹650
Every useful record naturally touches a tenant, flatmate and landlord.
A landlord with several units has repeat usage and a clearer budget than one tenant.
Brokers and relocation firms already sit inside possession-day workflows.
No path earns a full build. Each starts with the smallest test that could disprove it, and investment follows evidence.
10 / Kill criteria
Acknowledgement below 20% of 100 sent records.
Move-out return below 10%.
Fewer than 3 of 8 interviewees having lost material deposit money.
LTV/CAC below 3× at realistic CAC.
11 / What I’d do next
The full product takes six weeks to build. Its riskiest assumption takes an afternoon.
No renter app, no capture flow, no payments. Just the page he lands on.
One flat, captured by hand, room by room, with visible stamps.
Cold links, no audience, no spend, nothing to maintain.
4
taps of landlord attention
Under four taps, kill criterion one fires. Twenty links settle it with data instead of opinion.
CRITERION 01 · Acknowledgement below 20% of 100 sent records
This test
1 afternoon
Full build
6 weeks
Same evidence, at a fraction of the cost.