The AI-Native Shift · Book Resources

Translation Callouts

The industry’s terms appear in the book exactly once each, and only struck through — framed as what the industry would call this, never as the book’s own voice. Chapter 3 teases the move; Chapter 7 pays it off.

Chapter 3 — the forward tease

Leadspeople sending you signals. The industry’s word for the humans in that paragraph is the first tell. Chapter 7 teaches the full replacement vocabulary.

Chapter 7 — the primary table

“Chapter 3 promised you this vocabulary. Here is the industry’s, retired against the path’s:”

  • Lead → an Audience member — a person learning, sending signals; never a record to score.
  • MQL → a Researcher — building their own case, on their own clock.
  • SQL → a Hand Raiser — a person asking for help.
  • Opportunity → a Buyer — navigating real conviction, not filling a forecast row.
  • Retention → the Path OF Value — the half where the value gets created.

The mapping is one-to-many onto the Value Path: the industry flattens many different humans into one dehumanizing word. The table maps away from that word toward the humanized stage names — and the flattening itself is the table’s first lesson.

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Built verbatim from books/value-first-trilogy/book-3-ai-native-shift/device-sheets/translation-callouts.md