Public-web identity verification

AI Reverse Image & Face Search

Upload a photo to discover publicly available matches across the web. 221B is built for identity checks, catfish detection, OSINT research, and finding where a face appears online.

Learn how it works

Public-web discovery

Designed to surface pages that are already visible on the open web, not gated or private content.

Human-reviewed matches

Confidence helps you prioritise. The actual decision still comes from source context and manual review.

Modern verification workflows

Useful for catfish checks, OSINT research, dating safety, and finding where a face appears online.

Start a search

Upload a face photo

Public web only

Drag and drop an image

Use one clear face photo with good lighting. If you are signed in, we will take you straight into the search flow.

Choose a photo

Best input

One face, front-facing, well lit.

Avoid

Group shots, blur, masks, and heavy filters.

Review style

Always verify the original page before acting.

InstagramLinkedInXTikTokYouTubePinterestNews sitesPublic blogs

Public-web face search explained

What 221B is designed to do, and how to use it well.

221B is a reverse image and face search tool for discovering publicly available matches across the web. The core job is identity verification: upload one face photo, surface candidate source pages, and manually confirm the context.

A strong reverse face search workflow needs more than a glossy upload box. It needs clear explanations of what the product searches, what it does not search, and how people should interpret the results before acting on them.

Best fit

Best for catfish checks, online dating safety, OSINT research, and confirming where a face appears on the public web.

Read the full workflow guide

What 221B searches

A public-web reverse face search workflow, not a private-records product.

If someone is trying to find a person by photo, the right expectation is public-web discovery: candidate source pages, public profiles, and visible pages that still need manual verification.

Likely source types

  • Public social profiles and creator pages
  • News stories, interviews, and public articles
  • Blogs, forums, and other crawlable websites
  • Open-web profile pages where the same face may appear in different photos

Important limits

  • Private accounts, hidden databases, and gated content
  • Identity conclusions without source review
  • Blurred, group, masked, or heavily filtered photos as reliable input

How to review a result

  1. 01

    Upload one clear face photo

    Use one visible face with good lighting and minimal obstruction. Stronger input usually means stronger candidate quality.

  2. 02

    Scan public-web candidates

    221B compares facial similarity across public profiles, articles, blogs, and other crawlable sources.

  3. 03

    Verify the source manually

    Review the original page, timestamps, identity clues, and surrounding context before treating anything as confirmed.

Result quality checklist

  • Open the original page and read the surrounding context
  • Compare names, usernames, bios, timestamps, and location clues
  • Treat the face score as a prioritisation signal, not proof

Why this is different

Reverse face search is a different job from reverse image search.

A lot of people start with Google Images. That is useful for duplicate pictures, but it often misses the same person appearing in different photos. This is where facial similarity search becomes the better fit.

Public-web only

221B is built to surface public pages that are already online. It is not a private-records product.

Confidence is not proof

Similarity narrows the field, but names, dates, bios, and source credibility still matter.

Built for legitimate use

Best suited for identity verification, safer online interactions, open-source research, and photo misuse checks.

Comparison board

Google Images vs 221B

Google is excellent at duplicate-image tracing. 221B is built for public identity verification across different face photos.

SignalGoogle reverse image search221B reverse face search
What it matchesUsually the same image or a very similar pictureThe same person across different photos and pages
Best use caseTracing an original image or duplicate image sourceIdentity verification and public profile discovery
Different angles and lightingLimitedMuch stronger
Manual verification workflowSecondaryPrimary

Use cases

Real jobs to be done, not just a face-search demo.

Catfish checks

See whether the same face appears elsewhere under different names, stories, or profile contexts.

Dating safety

Check public traces before trusting identity claims or moving a conversation into the real world.

Photo misuse

Search your own face to spot public pages that are using your image without your knowledge.

OSINT research

Locate public profiles, source pages, and candidate identity trails for manual investigation.

Trust and methodology

Clear scope, explicit limits, and a review workflow that users can defend.

For SEO, this matters because the homepage should explain the product in plain terms: what 221B searches, what it does not search, and how users should interpret candidate matches.

People-first result review

The intended workflow is not “upload and believe.” It is upload, inspect source pages, compare public clues, and verify whether the surrounding context actually supports the match.

Public-web scope

221B is framed around publicly available websites, profiles, and articles. That constraint matters for accuracy, expectations, and compliance with what users should understand before they search.

Editorial support

Guides and comparison content explain how reverse face search differs from reverse image search, when it helps, and where manual review still matters.

Common questions

What people usually ask before they run a face search.

What does 221B search?

221B is built to search publicly available web pages, public social profiles, articles, blogs, and other crawlable content that contains a face match candidate.

Is this the same as Google reverse image search?

No. Google is strongest at finding the same image or close visual duplicates. Reverse face search is designed to find the same person across different photos.

What kind of photo works best?

Use one clear, front-facing photo with one visible face, solid lighting, and minimal obstruction from masks, blur, or heavy filters.

Does 221B search private accounts?

No. The intended use is public-web discovery. Private, gated, or non-public content is outside the scope of the product.

Can I trust a face match on its own?

No. A match should always be verified using source context, names, locations, dates, and other public signals before you treat it as confirmed.