Pre-screen images before sending to expensive vision APIs. Save 20-40% on GPT-4V, Claude, and Gemini costs.
Our AI analyzes your image to predict how well vision models like GPT-4V, Claude Vision, and Gemini will understand it. We measure "ambiguity" - images that are blurry, have complex textures, or lack clear semantic content.
You'll receive an ambiguity score and a color-coded recommendation:
Drop an image here or click to upload
JPG, PNG, or WEBP • Max 10MB
Analyzing image ambiguity...
✅ Results have been sent to your email
Free beta access • Instant results • No credit card required
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