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Worksheet · April 2026

AI Tagging Cost Guide — Library Sizes 1k → 1M

What it costs to two-pass-tag your UGC library with Claude vision.

  • 16 pages
  • 8 min read
  • For: cto, ecommerce leader
Rohin Aggarwal

Written by

Rohin Aggarwal

IdukkiWorksheet · 16p

AI Tagging Cost Guide — Library Sizes 1k → 1M

What you’ll learn

  • Two-pass model pricing per asset
  • A break-even chart for in-house vs Idukki tagging
  • Token + image cost projections at 1k, 10k, 100k, 1M assets
  • How to keep human-in-the-loop only for low-confidence cases

Chapter previews

  1. Chapter 01

    Two-pass tagging explained

    Pass 1: low-cost detection. Pass 2: high-precision recognition only when confidence > threshold.

  2. Chapter 02

    Cost at scale

    A worksheet you can fill with your own library size.

  3. Chapter 03

    When to keep humans in the loop

    The 12% of assets where vision still loses to a human eye.

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  • Two-pass model pricing per asset
  • A break-even chart for in-house vs Idukki tagging
  • Token + image cost projections at 1k, 10k, 100k, 1M assets

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