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We check for diffusion artefacts, face-swap signatures, and geometry inconsistencies across every photo you upload.
We pattern-match against thousands of romance and investment scam templates, and flag urgency, love bombing, and financial pressure.
We scan voice notes for cloned-speech signatures and synthetic patterns common to ElevenLabs, Play.ht, and similar tools.
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Source: Hinge profile · 11 messages · 3 photos
Detected — Earring shape and position differ between photos 2 and 3, despite same outfit and lighting context.
Why it matters — Geometry inconsistencies across photos of the same person are a common signature of AI face generation or face-swapping.
Detected — Background blur in photo 1 shows smearing patterns typical of diffusion-model generation rather than optical depth-of-field.
Why it matters — Real cameras blur backgrounds with smooth optical falloff. Diffusion smearing suggests the photo was generated, not taken.
Detected — No detectable AI-generation or splice indicators in photo 3.
Why it matters — One clean photo isn't proof of identity, but it raises the value of insisting on a live video.
Detected — Bio uses generic phrasing matching 14 known scam-script templates (e.g. "looking for someone real in a fake world", "lost my partner two years ago").
Why it matters — Bios that pattern-match known scam scripts are reused across many fake profiles, often by the same operator.
Detected — Stated job title ("Offshore engineer, Aberdeen") is not present in any LinkedIn footprint for the named person.
Why it matters — Roles like offshore engineer, military deployed, or oil-rig contractor are commonly used to explain away the inability to meet or video call.
Detected — Urgency around moving the conversation to WhatsApp within 48 hours of matching.
Why it matters — Scammers move off-platform quickly to escape moderation and screenshot review by the dating app.
Detected — Financial topic (a stuck wire transfer, mention of crypto investing) introduced on day 4.
Why it matters — Genuine connections rarely surface money in the first week. Early financial framing is a precursor to the ask.
Detected — Live video declined three times with shifting reasons ("bad signal offshore", "camera broken", "company policy").
Why it matters — Pattern refusal of video is the single strongest behavioural indicator of catfishing in our dataset.
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TruthHound surfaces signals — it's a second opinion, not a verdict. AI detection is probabilistic and may produce false positives or false negatives. We give you the evidence; the judgement is still yours. If you're in immediate danger, contact your local emergency services.
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