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PortraitLab Editorial Team — Author Profile & Editorial Standards

The product team that builds and operates PortraitLab · About PortraitLab · editorial@headshotsnap.com

By PortraitLab Editorial TeamLast updated: 2026-11-11Editorial standards

Bio

PortraitLab Editorial Team is the small group of people who build and operate this site. Our day-to-day work is the pipeline itself: running the face quality gate on uploaded selfies, calling the identity-conditioned generation model, merging the face back into each rendered frame, and delivering the files. That operational experience is the basis for everything published here — we are writing about the system we run, not summarising press releases.

We are not a photography studio, an agency or a review site. We do not have a staff of portrait photographers or retouchers, and we do not claim to. What we can speak to is how identity-conditioned generation behaves, where it drifts, what a face-merge pass does to a set, and what a paid order actually costs to produce.

Every content page carries this byline and a last-updated date, and corrections go to the editorial inbox. We do not publish invented testimonials, review scores, customer counts or benchmark numbers we have not measured; the illustrative images on the site are labelled as illustrative, and the cost figures in our pricing explanations are unit economics, not claims about volume.

What this team covers

How we work

· We describe the pipeline we operate and the model documentation we rely on (FLUX/PuLID and face-swap model cards, MediaPipe face detection), not benchmark numbers we did not measure.
· Every guide is dated and signed by this team; when we correct something, the page is updated and the change is noted in the log below.
· We do not publish reviews, ratings, customer counts or before/after examples we cannot prove. Illustration images are labelled illustrative; real sample sets are added only when we can show them.
· Where an alternative — a local studio, a phone selfie, another tool — is the better choice for a specific job, the page says so instead of pretending AI wins everywhere.
· No paid rankings and no sponsored placements: commercial relationships do not change the technical claims on a page.

Contact

Corrections: editorial@headshotsnap.com

Support, billing, privacy and DMCA channels are listed on the contact page.

Update log

Substantive changes to pages this team maintains. Dates are publication dates, not build dates; the site is rebuilt from the same content.

Date	Change
2026-11-11	Published About, Contact and this author page with a written editorial standard; added author bylines and last-updated dates across the site, plus studio/selfie vs AI comparison sections.
2026-11-11	Repositioned the homepage around the primary topic 'professional headshots' and added a dedicated /ai-headshot-generator page for the pipeline deep-dive.
2026-11-11	Moved to a paid-only model: the $9 Sample Pack replaced any complimentary preview; pricing, FAQ, JSON-LD and the Free vs paid comparison page were rewritten.
2026-11-11	Launched the first version of the site: product pages, pricing, how it works, privacy, terms and refund policy.

Last updated: 2026-11-11. Editorial inbox: editorial@headshotsnap.com.

Keep exploring

Pages this team maintains

Professional headshotsThe main product page and the $9 Sample Pack entry point.Read more →AI headshot generatorThe pipeline deep-dive: definition, process, comparison.Read more →About PortraitLabWho we are, why the service is paid-only, and what we do not claim.Read more →ContactSupport, billing, privacy, DMCA and editorial channels.Read more →PricingPackages, redo and refund policy.Read more →How it worksQuality gate, identity pass, face merge and delivery.Read more →