Winnow

Winnow orders a batch for review; you decide what to use.

Original images aren’t stored on our servers

Example — a record from 8 test images that we generated and processed. Images with fewer recorded signals appear first. We order the batch; you decide what to use.

Pass 6 · Needs review 1 · Reject 1

  1. 01✓ PassUse as isReadiness 100gen_01_clean_baseline.png
  2. 02✓ PassUse as isReadiness 100gen_04_face_model.png
  3. 03✓ PassUse as isReadiness 100gen_02_price_text.png
  4. 04✓ PassUse as isReadiness 100gen_06_logo.png
  5. 05✓ PassUse as isReadiness 100gen_07_busy_cluttered.png
  6. 06✓ PassUse as isReadiness 96gen_03_hands_product.png
  7. 07? Needs reviewRegenerate recommendedReadiness 61gen_08_lowq_blur.png
  8. 08✕ RejectRegenerate recommendedReadiness 40gen_05_watermark.png
3 signal types recorded in this run

5 images with no recorded signals

  • Low qualityRecorded only — this signal does not affect this label2 images
  • Required copy error1 image
  • Watermark/fake signature1 image

See images with no review signals first

Winnow places images with no review signals first, followed by images with recorded signals. Rather than telling you to discard images one by one, it makes the batch’s review order visible.

Sort my imagesSee how review signals change the order
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gen_08_lowq_blur.png — expanded

gen_08_lowq_blur.png12

Signal 1Low qualityMajor · 99% confidence

Recorded only — this signal does not affect this label

The entire image has pronounced out-of-focus and motion-like blur. Letter edges, the cup logo, and the small supporting copy are visibly smeared, making the ad look like a low-quality photograph rather than a finished advertisement.

Signal 2Required copy errorMinor · 96% confidence

Signal reflected in this label

The smaller supporting text beneath “COFFEE HOUSE” is visibly present but too blurred to read reliably. No brief was provided, so required copy cannot be validated.

The model's own words, unedited.

gen_05_watermark.png — expanded

gen_05_watermark.png1

Signal 1Watermark/fake signatureMajor · 99% confidence

Signal reflected in this label

Repeated semi-transparent diagonal “SAMPLE” watermarks are visible across the entire image, including over the background, bottle, flowers, and advertising copy.

The model's own words, unedited.

⚠️ Example only. These are test images we created, not customer images. The model used for this record was gpt-5.6-luna and may differ from the model currently deployed.

What changes the order of review

These four signals, along with quality, logo, and policy issues, can move an image later in the review order.

Required copyMissing, typoed, or broken text
SpecsRatio, resolution, safe zones
Watermarks and fake signaturesStock marks, fake signatures
Human artifactsUnusual hands, faces, or bodies

See the four review types and six image rules

Sort my images

Winnow does not permanently store your original images on its servers. They are sent to an external AI provider during processing; what is transmitted, how long it is kept, and the exact retention period are governed by the Privacy Policy.

Winnow — AI image review ordering