Lesson 5 · Credits, refines, and history

The economics are simple: generation is the expensive thing; keeping it yours is cheap or free.

What you'll do

Understand the three price tags (10 / 1 / 0), when a refine beats a manual edit, and how history saves you next quarter.

The three price tags

Action Default cost Why
Generate a listing 10 credits The heavy lift: reading every distinct photo, drafting, independent line-by-line verification, compliance — all five formats
AI refine 1 credit — and the first refine on each listing is free One focused pass, a tenth of the work
Manual edit Free, always Your words, your listing

Defaults shown; plans, packs, and current pricing live at Buy credits → the pricing page — monthly plans with included credits, or one-time packs, checkout by Stripe.

The balance check happens before any expensive work starts — you'll never burn a generation to discover you were one credit short.

Refine or edit by hand?

Refine when the instruction is about the writing — "quieter opening", "shorten the caption", "less about the kitchen". The result is re-checked: still grounded, still compliant. Edit by hand when you already know the exact words. Free, instant — and those words are yours rather than p2d's checked output.

A sensible rhythm: generate → one free refine to taste → hand-polish details. Total cost per listing: 10 credits.

Your listings — the archive that compounds

Everything you generate is saved with its facts and its verification. This pays off on the timeline real listings actually live on:

  • The price adjustment. Reopen the listing, refresh the price from the record, refine — no starting over.
  • Relisting in spring. The confirmed features and your voice profile are waiting.
  • The proof page stays available whenever a seller or broker asks how the copy was made.

What p2d does not keep

Worth knowing as clearly as what it keeps: your photos are processed in memory and not stored — only the derived feature list is kept so refines stay grounded. Your uploads aren't training data, and the copy p2d writes for you is yours — p2d claims no ownership over your output.


Course complete. The FAQ covers the questions brokers and sellers will ask you — fabrication, Fair Housing, privacy, cost.