One domain. A complete quality picture of every vehicle photo on the lot.
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Sharpness
Laplacian-variance focus check flags blurry, out-of-focus lot photos that tank engagement.
☀️
Exposure
Histogram clipping detection catches blown-out highlights and crushed shadows from harsh light.
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White balance
Gray-world color-cast analysis spots fluorescent showroom tints that misrepresent paint.
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Resolution & framing
Low-resolution and upscaled stock images are flagged so every VIN shows real, crisp photos.
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Duplicate detection
Perceptual hashing surfaces the same photo reused across multiple VINs and OEM stock reuse.
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Per-VIN coverage
Every vehicle gets a rollup score and a worst-first queue, so your team fixes what matters.