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Face match confidence scores are leads, not identity proof

Face match confidence scores help order possible results by visual similarity. In FaceCheck, 85–100% is Strong Match, 50–84% is Likely Match, and 0–49% is Unlikely Match. Every band still requires source verification.

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What you will leave with

A consistent way to prioritize results without confusing similarity with confirmed identity.

01
Public sourcesOpen the page behind a possible match.
02
No accountStart without creating a customer profile.
03
Private windowSearch media is retained for up to 24 hours.

In this guide

  1. 01Read the bands
  2. 02Verification method
  3. 03Match variables
  4. 04Common mistakes
  5. 05If confidence is inconclusive

Read the bands

What each FaceCheck confidence band means

The score is a comparison signal produced from the submitted face and a candidate image. It does not measure honesty, account ownership, consent, or legal identity. Use the label to decide review order, then open the linked source.

85–100% · Strong
Review first. Check facial details and require consistent source context before acting.
50–84% · Likely
Treat as a plausible lead. Look closely for age, angle, lighting, and feature differences.
0–49% · Unlikely
Low-priority visual similarity. Keep only when strong independent context justifies review.
No useful match
The comparison completed without a useful candidate; it does not prove online absence.

Verification method

How to review face match confidence scores

Work from the strongest band downward, but apply the same source test to every result. A lower score with a consistent name and publication history may be more useful than a high score attached to an unrelated page.

  1. 01

    Inspect the candidate image

    Compare stable facial features while accounting for age, expression, facial hair, makeup, angle, and image quality.

  2. 02

    Open the public source

    Do not make a decision from the result card or cropped thumbnail alone.

  3. 03

    Check independent context

    Compare names, dates, locations, captions, biography details, and account history.

  4. 04

    Consider an alternative explanation

    Ask whether a lookalike, repost, filter, stale page, or poor input could explain the result.

  5. 05

    Choose a proportionate action

    Dismiss, keep as an unresolved lead, or use an official report process when the source supports it.

Ready to apply the method? Review the photo before checkout and keep each possible source in context.

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Match variables

Why confidence can change between two photos

The same person can produce different scores when one image is blurry, filtered, taken years earlier, captured from the side, or partly obstructed. Two different people can also share enough visible characteristics to produce a convincing candidate.

For repeatable testing, record the input file, crop, date, and outcome. Change one major variable at a time. Otherwise, a different result set tells you little about what improved or degraded the comparison.

  • Input variables: angle, light, sharpness, resolution, crop, obstruction, and filters.
  • Candidate variables: age, expression, makeup, facial hair, compression, and source crop.
  • Coverage variables: public availability, indexing, page removal, and provider access.

Common mistakes

Do not average scores or convert them into certainty claims

Two scores are not probabilities that can be averaged. A 90% result does not mean there is a 90% chance that the account belongs to a specific person. It means the candidate ranked with strong visual similarity under the service’s current comparison method.

Avoid publishing match cards as accusations. Share source evidence only with the platform, adviser, or authority that needs it, and describe the result as a possible visual match.

If confidence is inconclusive

Prefer an unresolved result to an unsupported conclusion

When the image and source context disagree, label the lead unresolved. Try a clearer input only if one is available and lawful to use. More searches do not turn weak evidence into strong evidence.

If the source is inaccessible, save the public URL and revisit it later rather than relying on a cached thumbnail. If the decision is high stakes, use independent verification appropriate to that context.

Questions, answered

Practical questions about this guide

01Is 85% a confirmed identity match?+

No. It enters the Strong Match review band, but you must still inspect the public source and independent context.

02Why can the same person receive different scores?+

Age, angle, lighting, expression, image quality, obstruction, cropping, and filters can change the available facial detail.

03Should I ignore every result below 50%?+

Treat it as low priority. Review it only when independent source context makes it relevant, and do not treat it as identity evidence.

04Does no match mean the person is not online?+

No. Private, unindexed, removed, blocked, or visually different images may not be available to the comparison.

Continue the investigation

Related FaceCheck guides

01Find social media by photo without guessing a usernameRead the guide02Check a photo for impersonation with a source-first processRead the guide03How to search a face from a video frameRead the guide

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FaceCheck returns possible visual matches with public source links. Similarity is a lead, not proof of identity.

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