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Production & identity

Character consistency is the technical problem that separates a business from a hobby. This section covers the four methods, what each one costs, how each one fails, the training configuration that works, and the quality-control step almost everyone skips.

4 guides · Reproducible pipelines, not prompt tips

Where to start

Consistency methods first, because it decides which of the other pages you need. If you are selling content the answer is a trained adapter, and the LoRA walkthrough is the long version. The checklist is the last thing to read before you send anyone any traffic.

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4Methods that hold a face across a content library
ProductionSourced
ProductionAnalysisEditor's pick

Four ways to lock a character's identity, ranked by cost and drift

Without a face that stays the same across a year of posts there is no character, and without a character there is no subscription to sell. There are four methods that work, they have very different costs, and each fails in its own recognisable way.

  • The four methods, with the specific drift signature each one produces
  • Why the cheapest method is the wrong choice for anything you will sell
  • A quality gate that catches identity drift before publication

Read the guide →

  • 02

    OnlyNudes quick start

    What a hosted AI studio costs per render, the sequence to follow, and the three signals that mean you have outgrown it. Worked from published credit prices.

    Tutorial6 min
  • 03

    Training a character LoRA

    A practical walkthrough of training a character LoRA for a consistent AI persona, covering dataset construction, captioning and the settings that matter.

    Tutorial7 min
  • 04

    Pre-launch checklist

    What to have in place before you send the first visitor to an AI creator account, grouped by what it protects you from.

    Checklist3 min

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