FOUNDRY / WORK
STATUS: AUTONOMOUS · LIVE

AutoQC

The last stop between your editor and your agent.

A fully autonomous AI business. Customers self-onboard, buy credits, upload photos, get them QC-checked and auto-fixed, delivered straight to MLS. Zero humans in the loop. Built once by Devomation, operating on its own ever since.

Visit autoqc.io
system.metrics
24/7
uptime, zero ops
14
QC checks per image
9
auto-fixes per image
<2 min
per 45 photos
~85%
gross margin
$8-20
per property, tiered
// WHAT FOUNDRY BUILT

A complete autonomous business, not a tool.

Most AI projects ship a feature. AutoQC ships a business. Customer acquisition, billing, processing, delivery, support, every layer is automated. Devomation built the whole stack from infrastructure up.

Processing engine

  • Python Lambda on AWS for the QC inference loop
  • Claude Vision API for composition + judgment calls
  • Replicate (grounded_sam + lama) for premium distraction removal
  • S3 for image storage, SQS for job queue, RDS for state
  • ~90 seconds per property end-to-end

Business layer

  • Next.js + Vercel for the self-serve portal
  • Stripe credit purchases with promo-grant logic
  • Onboarding auto-grants 10 PROMO credits
  • Tiered pricing: $10/$15/$20 by photo count
  • 85% gross margin at current usage

Style profiles

  • Agencies upload reference photos to define their standard
  • AI learns each agency's baseline, not a generic ideal
  • Client-level overrides inherit from agency defaults
  • Same engine adapts per customer without retraining
// 14 CHECKS PER IMAGE

Every photo, audited end-to-end.

EXEC_TIME: ~90s/property
01Verticals
02Horizon
03Color temperature
04Exposure
05Sharpness
06Composition (Claude Vision)
07Set consistency
08Lens distortion
09Chromatic aberration
10Window blowout
11HDR artifacts
12Sky quality
// AUTO-FIXES

It doesn't just flag. It fixes.

  • Vertical correction
    Straightens crooked walls and door frames
  • Horizon leveling
    Auto-rotates skewed exterior shots
  • White balance
    Neutralizes color casts from mixed lighting
  • Privacy blur (Premium)
    Subtle anonymization on personal photos
  • Distraction removal (Premium)
    Garbage cans, hoses, toys, cables, photographer reflections
// DELIVERY INTEGRATIONS

Drops into your existing pipeline.

  • REST API
    Aryeo
    Photographer delivery platform
  • REST API
    HDPhotoHub
    Editor-to-agent delivery
  • Dropbox sync
    Spiro
    Bulk inbound pipeline
  • Dropbox sync
    Tonomo
    Order-driven workflow
// THE PATTERN

Built once. Runs itself.

AutoQC proves Devomation doesn't just ship tools. We ship complete systems that operate without us. Customer acquires themselves, pays themselves, gets value themselves, and tells their team about us themselves.

This is the bar we hold for client work. The chatbot you sign for runs 24/7 without your team babysitting. The RFQ engine fires on every aging deal without a human queuing it. The blog automation ships posts to your CMS while you sleep.

autonomous.businesses
acquire()
Self-serve signup. Welcome bonus auto-grants 10 credits.
process()
Lambda fires on upload. 14 checks, 9 fixes, ~90s.
deliver()
Pushes finished images to Aryeo / HDPhotoHub / Dropbox.
bill()
Stripe deducts credits per image. Auto-recharge optional.
monitor()
Vercel logs + AWS CloudWatch. Devomation pages on outage only.
// YOUR AUTONOMOUS SYSTEM

Build it once. Let it run.

The same architecture that runs AutoQC powers Devomation client builds across QC, intake, scoring, and content. Start with a paid audit.

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