Case Study

Case Study

Shipping a fast, studio-quality AI portrait experience

Shipping a fast, studio-quality AI portrait experience

Written By

R Lynn

Last Update

Nov 22, 2025

Company

Arctura AI

Tags

Generative Art, SaaS

Client / Context
PortraitYou is Arctura AI’s dedicated AI portrait product, targeting creators and end-users who want high-quality portraits without learning prompt engineering.

Problem
Most “AI avatar” tools either feel like a black box or produce inconsistent faces across styles. Users want variety and identity consistency.

What we built

  • A clean, mobile-friendly interface for:
    • Uploading a small set of selfies
    • Browsing style collections (illustration, cinematic, anime, studio, etc.)
    • Generating batches of portraits with one click
  • Under the hood, we experimented with ID-preserving techniques (e.g., the InstantID/IP-Adapter approach) and custom workflows, balancing: the diversity of portrait similarity across different styles, generation speed, and cost.
  • Style presets are stored as reusable “recipes”, making it easy to add new collections without re-training from scratch.

Outcome

  • Users get consistent, flattering portraits in multiple styles within a few minutes
  • Our team can quickly A/B test styles and pricing without big infra changes
  • The same tech stack can be adapted for brand mascots, profile-photo services, or game / VTuber assets

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