Panzo
Panzo AI

Drafting a quote from your own price books

The assistant prices from your organisation's own products and versioned price books, so it uses your rates, not a guess.

Draft turns a plain brief into a first-cut, room-wise BOQ in minutes. The important part is what the model does and does not touch: it reads your brief into structure, while the actual line items and rates come only from your own price book.

How drafting works

Drafting splits into two clean halves. The model handles the language, and your data handles the pricing. Keeping these separate is what lets an estimator trust a first cut without checking every rate by hand.

  1. Write a plain brief

    Paste a normal description, for example "3BHK, mid-range, kitchen plus master plus two kids rooms plus living".
  2. The model reads it into structure

    Panzo AI extracts only the shape of the job, the rooms, the grade tier and any notes. It does not choose products or set prices at this stage.
  3. Line items are chosen deterministically

    From that structure, Panzo picks line items from your own products, filtered by the grade tier and a fixed work-type map. The same brief and the same price book always produce the same items.
  4. You review and adjust

    You get a room-wise BOQ to check and edit. The worst case is that it picked the wrong rooms, which is easy to see and fix, not a hidden wrong rate.

What the model does, and what your data does

StepHandled by
Reading the brief into rooms, tier and notesThe model
Choosing which products become line itemsDeterministic rules over your products
The rate and SKU on each lineYour own price book, unchanged
Filtering products to match the grade tierThe grade tier from your brief
Mapping a scope of work to product categoriesA fixed work-type map

Because line items are selected from your own products by rule, Panzo AI never invents a SKU and never invents a rate. Every price on the draft is one your firm already set in its price book.

Panzo AI

No invented SKUs or rates

The model only structures your brief. It cannot write a new product or a new price. If a product is not in your price book at the right grade tier, it will not appear on the draft, so what you see is always grounded in your catalogue.

Getting good drafts

Since pricing is deterministic, the quality of a draft depends on two things you control: the clarity of your brief and the completeness of your price book.

  • Name the rooms plainly and state the grade tier, so the structure step has clear input.
  • Keep your products current at each grade tier, so the deterministic step has the right items to choose from.
  • Treat the draft as a first cut. Review the rooms, adjust scope, and approve it as you would any quote.

Key takeaways

  • The model reads your brief into structure only: rooms, grade tier and notes.
  • Line items are chosen deterministically from your own products by grade tier and a fixed work-type map.
  • No SKU or rate is invented. Better briefs and a complete price book give better drafts.

Cannot find what you need? Ask the Panzo team.

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