Core Rule
The source photo is often the single highest-leverage input in a dating profile investigation. Better image quality usually means better candidate narrowing and cleaner proof packaging.
Strong Photos
Best-Performing Photo Characteristics
- Recent image
- Front-facing or near-front-facing angle
- Clear lighting
- Minimal obstruction
- High enough resolution to preserve facial detail
Weak Photos
Common Failure Modes
- Blur or motion
- Heavy filters
- Masks, large sunglasses, or hats
- Images where the face is too small in frame
- Old images that no longer resemble the current person
Why This Matters
Operational Impact
- Better photos improve confidence
- Better photos reduce false positives
- Better photos make manual review faster after candidate narrowing
What To Submit When You Have More Than One Photo
Recommended Order
- The clearest recent front-facing photo
- A second photo with a different angle if available
- A third photo only if it adds new facial detail rather than more noise
Practical Conclusion
If the starting photo is weak, the user should expect lower confidence and more caution in result interpretation. If the starting photo is strong, the workflow is materially more likely to return a useful, reviewable result.