Start by examining profile photos for telltale signs: over-smooth skin, warped spectacles, mismatched earrings, or asymmetric backgrounds that hint at AI generation. Reverse-image search suspicious headshots to uncover stock sources or previous identities. Compare albums for seasonal continuity and candid variety. Real people rarely maintain a single immaculate image; they show life’s texture, imperfect lighting, and evolving styles that AI composites and stolen photos struggle to convincingly imitate across months of normal activity.
Automation leaves fingerprints. Watch for sudden bursts of likes at impossible hours, repetitive comments pasted across multiple pages, and posting cadences that ignore time zones and holidays. Cross-check the language tone against claimed background and age. A new account brimming with generic compliments, relentless follow churn, and oddly synchronized replies often signals a script, not a neighbor. When engagement ratios defy common sense, step back and verify before accepting requests or sharing personal details.
Real people tend to leave consistent breadcrumbs: a LinkedIn with career context, a small website, older posts on other networks, mutual friends who can vouch. Look for cross-links that match names, photos, and timelines without awkward gaps. Examine vanity URLs, domain ownership, and long-standing posts that show growth, not sudden perfection. Impostors frequently overcompensate with shiny highlights while lacking depth. A quick triangulation across platforms can reveal whether you are meeting a real voice or a staged mask.