Image Quality Scoring
Scores your menu and truck photos, recommends which to reshoot.
Model version: image-quality-v0.6
Methodology contact: Head of Marketplace Data
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ROI
Pilot in progress
N=12 trucks, started 2026-02-01, readout expected 2026-07-31. We will not publish a number until we have one.
What it does
Scores every uploaded menu photo and truck photo on lighting, focus, composition, and resolution. Flags photos likely to underperform in the marketplace listing grid. Recommends specific reshoots.
Who it is for
- Single Truck
- Small Fleet
- Catering Heavy
What this feature doesn't do
- A high score does not guarantee a sale.
- A low-scored photo can still be the photo your regulars love.
- The model evaluates technical photo quality, not whether the food is good.
Pricing
Free for listings; Premium with Operator Pro.
See all plansFAQ
- How long does Image Quality Scoring take to learn my truck?
- Roughly 30 days. The model needs to see a full cycle of weekdays, weekends, and weather patterns before its recommendations stabilize.
- What does Image Quality Scoring cost?
- Pricing is transparent on the pricing page. Most features are included with Operator Pro. There is no demo gate on headline price.
- Is the model version pinned?
- Yes. Image Quality Scoring runs on model version image-quality-v0.6. We disclose this on every page and in JSON-LD softwareVersion.
- What integrations does it require?
- No external integrations required at v1.
- What does this feature not do?
- Honest caveats: A high score does not guarantee a sale. A low-scored photo can still be the photo your regulars love.