Leafsight~4 min read
A proposal had to be done before the next job.
Six weeks, one PM, one engineer, and a ninety-second target set before any design.
- Role: Product strategy and design
- Timeline: 6 weeks
- Team: 1 PM, 1 engineer, me
- Impact: $300k ARR
- Platform: iOS, Android
Proposal acceptance
up from 8%
Traffic on mobile after launch
ARR run-rate
Product figures come from Mixpanel, read over the week after launch. The 70% is mobile’s share of traffic after the mobile launch. The $300k is booked revenue, annualised to a run-rate, not extrapolated from the one-week read. Acceptance is measured across roughly 100 proposals, against a user base moving from 20 to 75 accounts. Both are small numbers, and 38% of about a hundred proposals is a real result on a small denominator.
Overview
I rebuilt a proposal tool around a ninety-second completion target, for people writing estimates in driveways.
Owner-operators write 4 to 8 estimates a day from job sites with poor connectivity. The existing web app was built for a desk. Proposal acceptance sat at 8%, and 18% of proposals went out with wrong line items.
Worked with: 1 PM and 1 engineer; field workers who tested three navigation options.
What I owned
I owned
- The ninety-second completion budget, set before any design, and the decision to let it arbitrate scope rather than sit alongside it
- What the budget cut: photos, notes, tags, and the AI features, with the rule for earning them back
- Field research: watching estimates get written on job sites rather than in a room
- Product strategy and design across the six-week build
- The navigation decision, and the field testing that settled it
Shared with the PM
- Scope against six weeks and one engineer
- What got deprioritized, and what went to the roadmap
Before
Proposal acceptance
Proposals with incorrect line items
Time to create a proposal
Research
Nobody complained about the tool. They went back to paper.
I watched estimates being written on job sites rather than in a room. Owners abandoned the app without filing a ticket, so usage was the only signal. One partner said: “If I can’t do this in under 2 minutes, I won’t use it.” I set the budget tighter than he asked.
What was scarce on a job site was decision capacity, not screen size. A responsive layout would ask the same questions in a narrower column.


Decision: ninety seconds sets the scope
A time budget, not a layout, decided what stayed.
I rejected speeding up the existing flow and adding a mobile view to it. Under ninety seconds for a complete proposal meant cutting photos, notes, tags, and the AI features, including things owner-operators eventually want. If the wrong parts were optional, the bet would have lost badly.
Cut features come back only if people are observed reaching for them. None has cleared that bar yet.
I tested a stepper, a single form, and hub and spoke with field workers. They knew the task and were on their sixth estimate that day. “It’s faster because I’m not clicking next, next, next.”
A hub does not force every field to be filled, which matters with 18% of proposals already wrong. So it shows completion state for each section.



Redesign
Common services are one tap, and secondary actions moved to a bar instead of being cut.
Shortcuts cover recently used services, because partners reuse the same few. Client and address collapse into one row. Photos, notes, and tags moved to a bottom bar, one tap away and out of the main list. An accepted proposal becomes a job on the same screen shape.







Scope
A mobile-first flow shipped, and notes, photos, tags, and AI features were deprioritized.
I set targets before designing: completion under ninety seconds, task completion above 80% from 45%, and return usage within 24 hours above 60%. Of those, the study records only that task completion rose above 80%.
Results
Acceptance rose from 8% to 38%, on a small base.
I have no recorded case of someone who wanted the stepper or the cut features back
Every field quote pointed the same way. That absence is not evidence those people were missing.
The target made notes and photos deliberately expensive. That works for one operator doing 4 to 8 estimates a day, and a crew on larger jobs needs them. I do not know where that line falls for this crew.
