Every image gets equal attention.
The obvious frame and the subtle miss compete for the same minutes, usually against a next-day deadline.
Independent final-set QA
Independent post-edit QA
Catch the bad edit
before your client does.
SetLens gives property-media studios a fast second look at every final JPEG set—after any editor, before delivery.
- No editor switch
- No delivery migration
- Human-reviewed findings
HighWindow highlights clipped
ReviewWarmth outside studio range
02Focused findingsfrom 6 objective checks
Human confirmation required
Synthetic demonstration image
10historical sets
$0baseline audit
0integrations required
7 daysdefault image retention
The costly last mile
Your editor is finished. Your review isn’t.
Outsourcing and AI increase throughput, but they move geometry, color, duplication, and instruction risk into the final rushed pass.
The suspicious images rise first.
Objective signals narrow the review. Your human still decides what matches the studio and what ships.
Focused by design
Visual QA, not another editor.
SetLens starts with checks that can show their work. It does not retouch, deliver, reject an editor’s files, or make MLS and compliance claims.
Architectural geometry
Surfaces dominant vertical and horizon drift with visual evidence—not a generic beauty score.
Exposure and color drift
Finds clipped windows, crushed shadows, and rooms that break the approved set’s treatment.
Weak and duplicate frames
Ranks likely blur, near-duplicates, and inconsistent delivery dimensions for a focused human pass.
Supported instructions
Tests a constrained brief such as fireplace state or exterior-only twilight, with uncertainty shown.
Complimentary baseline audit
Measure SetLens against work you already know.
Show us your review baseline
Share ten de-identified historical sets, including examples your reviewer or client sent back.
Receive a focused audit
We run objective checks, review the highest-confidence findings, and map them to your known corrections.
Decide with your own numbers
You receive accepted-flag precision, review-time impact, and the defect categories your workflow misses.
What you getA concise findings report, accept/dismiss evidence, and a clear view of where your final review is carrying the most risk.
Request a baseline auditPrivate interiors deserve restraint
Share less. Keep control.
Links before uploads.The service works from a shared folder, so no new media library or workflow migration is required.
De-identify first.Remove addresses, GPS metadata, names, faces, plates, and sensitive interior details where practical.
Advisory only.Nothing is edited, deleted, rejected, or delivered automatically.
Short retention.Working image copies and thumbnails are deleted after seven days unless a studio requests an earlier deletion.
For active studios
Bring the sets that made you look twice.
The baseline audit is for property-media studios with a recurring final review—not photographers looking for a new editing service.
- 20+ property shoots per month
- Outsourced, AI, or mixed editing
- Known corrected sets to compare
- Month-to-month service available after the baseline audit
Prefer email? steve@customdesk.app
Straight answers
Before you share a frame.
Is SetLens an AI photo editor?
No. It reviews already edited JPEGs and gives a human reviewer evidence-backed findings to accept or dismiss. It does not alter the files.
Do I have to change editors or delivery software?
No. SetLens sits after any editor and before your existing delivery step. Shared folders are enough to get started.
How do I evaluate the baseline audit?
High-confidence findings must be useful often enough to reduce focused review time without creating a larger false-positive burden. We report both accepted and dismissed flags.
What happens after the baseline audit?
If the result is useful, continue with one assisted month at $99. There is no long-term commitment, and your team keeps final delivery control.