Junk Removal, AI Photo Volume Estimator & Instant Quote Tool
A customer photographs their junk pile and answers a couple of quick questions. The tool estimates load size in truck fractions the way the industry actually prices, gives an honest price range (or a price-ceiling booking when the photos don't show the full scope), flags special-item fees, and books a pickup with a deposit in under 2 minutes.
This blueprint is free. Copy the master prompt below, build it with your own time, and the only outlay is a few low-cost tool subscriptions. Use it inside your own business, or sell it to clients. The numbers further down are what you can charge, not what you pay.

The Phone Quote Was $300. The Truck Showed Up To a $550 Job.
Read the articleWho you sell it to
Independent and small-chain junk removal companies doing $20,000-$70,000/month, currently quoting by phone description or requiring an in-person visual estimate before pricing. Find them via Google Maps searches for 'junk removal' plus a city name, local Facebook groups for home services and moving/hauling, and businesses currently running Google Local Services Ads (a category where cost per lead rose roughly 67% year over year as of September 2026, meaning owners are actively feeling pressure to convert more of what they're already paying for).
If you sell it, here is the money picture:
The first tile is the value of your client's own jobs, which is the reason they will pay you. The other two tiles are what you charge them.
How it works
The customer picks a job type, describes where the items are located and any access notes, and uploads 3-6 photos of the pile. A vision-capable AI model estimates the load size in the truck-fraction terms the industry actually prices by (1/8 through Full Truck), cross-referencing what's visible against a reference volume scale and a baked-in 2026 pricing table. It flags special items that carry add-on fees (mattresses, appliances with refrigerant, electronics, tires, hazardous liquids) and gives a confidence rating based on how completely the photos show the real scope of the job.
When confidence is Low, it skips a fixed price and instead books with a stated price ceiling and an on-arrival confirmation, rather than guessing. The customer books a same-day or next-day pickup window and pays a small deposit via Stripe, credited toward the final total. The business owner gets every submission as a structured lead with the photos and full AI reasoning, so the crew shows up already knowing roughly what they're dealing with instead of sizing the job cold on arrival.
What to expect
Expect the AI to be more reliable at spotting the general load-size tier than at nailing an exact dollar figure in the first couple of weeks, which is why the 2-week supervised pilot exists in the build. Photo scope is the main early friction point: customers photographing only part of a larger job (one shelf of a full garage) is common enough that the scope-warning logic matters in practice, not just on paper. Businesses running this report fewer of the classic phone-quote-then-double-it complaints, since the price shown before booking already accounts for what the photos actually show rather than a guess from a verbal description.
Master prompt
You are an expert full-stack builder. Build a production-ready tool that… (the complete master prompt, custom input fields, build phases, pricing guidance and sales script are part of this blueprint.)
Build phases
Required tools
OpenAI API (vision model)
Powers the photo-based load-size estimation - analyzes uploaded photos against a reference volume scale to produce a truck-fraction estimate, confidence level, and price range.
Pay-as-you-go, typically $0.01-0.05 per estimate depending on image count and model used
Sign upTwilio
Sends SMS booking confirmations, pickup-day reminders, and instant new-lead alerts to the business owner's phone.
~$0.0079/SMS in the US, plus ~$1-2/month per phone number
Sign upStripe
Processes the booking deposit payment, held as a real transaction and credited toward the final job total.
2.9% + 30 cents per transaction (standard US rate)
Sign upAppBuild.DIY (Vibes)
Wraps the finished web app as a native iOS/Android app and PWA with push notifications and camera access, no Capacitor setup needed - point-and-click Native Capabilities panel.
Free to build and publish as a PWA; paid tiers from $49/month remove the user cap and native App Store/Google Play publishing
Sign up