There's a problem most commodity headshot apps don't talk about: their models are biased toward light skin.
Research published in Nature found that 79.6-86.2% of major portrait training datasets feature light-skinned individuals. Follow-up studies confirm that popular image generators consistently favour lighter features, often lightening skin tones and anglicizing facial features.
When commodity tools produce results that lighten your skin, smooth your features, or make you look “less like yourself,” that's not a minor inconvenience — it's a fundamental product failure. Your professional headshot should look like you, not a filtered version of you.
This affects professionals of colour disproportionately. If you're Black, Brown, South Asian, or any non-White ethnicity, most commodity headshot tools will subtly (or not so subtly) alter your appearance.
The Crafted Persona uses per-user model calibration. Instead of relying on a general model to approximate your appearance, Digital Twin Photography trains a dedicated model on your specific selfies. This model learns your exact skin tone, facial structure, and features before producing any images.
The result: images that look like you in professional settings, not a lighter-skinned version of you.
Representation in professional imagery matters. Your headshot should make you look professional — not make you look like someone else.
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