Thingamabob

Point. Scan. Know your fastener.

Snap a photo of any bolt, screw, nut, or washer. Thingamabob tells you exactly what it's called — and what to ask for at the hardware store.

Partner Overview · August 2026

One-Month Revenue & Cost Breakdown

Based on 1,000 downloads in a single month

Revenue

Banner ads

4,800 impressions @ $1.50 CPM

$7

Interstitial ads

2,400 impressions @ $4.00 CPM

$10

Affiliate commissions

14 purchases @ $0.80 avg commission

$11
Total Revenue$28

Costs

OpenRouter AI API

2,400 vision calls @ $0.015 each

$36
Total Costs$36

Net Monthly: −$8

Break-even at ~1,300 downloads/month — revenue scales with usage while the AI cost is the only variable expense.

Assumptions

  • •1,000 new downloads per month
  • •40% activation rate → 400 monthly active users (MAU)
  • •4 sessions per MAU per month
  • •1.5 scans per session → 2,400 total scans/month
  • •3 banner impressions per session (multi-page nav) → 4,800 banner impressions
  • •1 interstitial per scan → 2,400 interstitial impressions
  • •15% of scans click through to Amazon/Walmart → 360 clicks
  • •4% of clicks convert to purchase → ~14 purchases
  • •Average hardware order value: $20
  • •Affiliate commission rate: 4% (Amazon Associates)
  • •Banner CPM: $1.50 · Interstitial CPM: $4.00
  • •AI vision cost: $0.015 per scan (Gemini Flash via OpenRouter)

Pipeline Status

Current state of the app — from build through publish to three app stores

✓ What's Done

  • ✓AI fastener identification (vision model via OpenRouter)
  • ✓Native camera capture with OS-level focus & zoom
  • ✓Scan results: name, category, type, drive, thread, length, diameter, material
  • ✓Store-ready phrase generation (plain-English hardware counter language)
  • ✓Coin-based scale reference for dimension estimation
  • ✓Shopping list with quantity tracking & check-off
  • ✓My Workbench (saved scan history with search & filter)
  • ✓Affiliate integration (Amazon + Walmart find-it buttons)
  • ✓AdMob banner + interstitial ad slots wired
  • ✓Landing page with features, how-it-works, FAQ
  • ✓Privacy Policy, Terms, Support pages
  • ✓CCPA/GDPR compliance (privacy rights, data deletion, do-not-sell)
  • ✓Cart reminder email system (daily workflow)
  • ✓Unsubscribe flow with HMAC-signed tokens
  • ✓Account deletion with full credential clearing
  • ✓Subscription management deep-links (iOS App Store / Google Play)
  • ✓Dark / Light / Auto theme support
  • ✓Sound design (Web Audio API synthesis)
  • ✓Row-level security on all user entities
  • ✓Rate limiting & SSRF protection on backend functions

○ What's Left

  • 1.Enter AdMob test ad unit IDs in Median App Studio
  • 2.Enable App Tracking Transparency (ATT) in Median (iOS)
  • 3.Rebuild native app in Median
  • 4.Test ads on physical iOS device
  • 5.Test ads on physical Android device
  • 6.Swap test IDs → production AdMob IDs
  • 7.Final native rebuild in Median
  • 8.Apple App Store — listing, screenshots, privacy labels, submit
  • 9.Google Play Store — listing, content rating, submit
  • 10.Amazon Appstore — listing, submit

Final Milestone: Publish to Apple App Store, Google Play & Amazon Appstore

Thingamabob · Confidential Partner Overview · Generated August 2026