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Panzo AI: drafting a quote from your own rates

Panzo Team7 min read

A first-cut quotation should take minutes, not an evening of copy-pasting from old files. That is the whole promise of AI quotation for interior design in Panzo: paste a plain brief, get a room-wise BOQ back, priced entirely from your own products, with you approving every number before it goes anywhere.

What AI quotation for interior design means in Panzo

Most estimators start a new quote from a brief that reads like a WhatsApp message: “3BHK, mid-range, kitchen plus master plus two kids plus living.” Turning that into a proper bill of quantities is slow, repetitive work. Panzo AI does the operational part of that job for you. It is a quotation assistant built into the same quote screen your team already uses, and it does exactly three things: draft a room-wise BOQ from a brief, review a quote for thin margins and missing scope, and explain a BOQ in plain client language.

It is worth being precise about what it is not. Panzo AI is not a chatbot, not a co-pilot that answers questions across your workspace, and not an assistant that reads your whole database. The automation that moves records between stages is rules based, not AI. You can read the full picture on the Panzo AI page, but the short version is that we would rather ship a narrow tool you can trust on real money than a broad one you cannot.

Panzo AI

The honest split: model reads structure, your data sets the price

The model only reads your brief into structure, the rooms, the grade tier and the notes. The line items and rates are then chosen deterministically from your own products and price books, filtered by grade tier and a fixed work-type map. It never invents a SKU or a rate. Its worst case is picking the wrong rooms, which is visible on screen and easy to fix, not a hallucinated price buried in a total.

How drafting a quote from a brief works

The value comes from a clean split of responsibilities. The language model is good at reading messy human text into a tidy shape. Your price book is the only thing allowed to attach money. Panzo keeps those two jobs strictly apart.

  1. Paste the brief

    Type or paste a plain brief into the draft box, for example the rooms, a grade tier such as budget, mid-range or premium, and any notes. No template, no form to fill first.
  2. The model reads it into structure

    Panzo AI parses the brief into rooms, a tier and notes only. Before it leaves your workspace, emails and phone numbers are redacted, so the third-party provider sees the structure of the job, not your client.
  3. Your catalog supplies the lines

    For each room and work type, Panzo selects line items deterministically from your own products, filtered by the grade tier and a fixed work-type map. Every rate comes from your versioned price book, never from the model.
  4. You review and approve

    The draft opens in the normal quote editor, room by room, with the same costing, margin flags and approval gate as a hand-built quote. You edit, add or remove lines, and approve. Nothing reaches a client until you say so.

Because the pricing is grounded in your catalog, the result is a genuine starting point rather than a guess. If you have already set up a room-wise BOQ in Panzo and a tidy product master, the draft lands close to what you would have built by hand, in a fraction of the time. It is the same discipline that makes a real price book beat a flat rate: the numbers trace back to something you control.

The model reads the brief. Your price book sets the price. You approve the quote. Those three lines never blur.

Review and explain: the other two jobs

Drafting is the headline, but the same assistant helps at the two moments that usually cost firms margin. Review is a one-click sanity check before you send. Panzo computes every margin deterministically first, then asks the model to flag findings: thin or below-cost margins, missing scope, risky discounts. It presents these as a short advisory list. It never changes a number, and it never blocks a quote. The figures stay exactly as your estimator set them, so a review can only ever add information.

Explain turns a finished BOQ into a warm, plain-language summary of what the project includes, in Indian English, with the total shown once and no per-line prices invented. It is the difference between handing a client a dense grid and handing them something they actually read. All of this sits alongside the rest of the quoting toolkit, which you can explore on the features page.

Privacy, control and honest metering

Trust on a quotation tool is not a nice-to-have, it is the product. Three guardrails hold it together, and none of them move.

GuardrailWhat it means for you
PII redacted before the modelEmails and phone numbers are stripped before any brief reaches the third-party provider, in line with India's DPDP thinking.
Deterministic pricingLine items and rates come only from your own products and price books. The model never picks a rate, so it cannot invent a SKU or a price.
Advisory, never destructiveDraft and review both leave you in control. Review flags findings but changes nothing, and no AI output reaches a client without your approval.
Metered honestlyUsage is counted as monthly AI actions per workspace with paid top-ups. You are charged on success only. Provider errors and the local fallback cost nothing.

This is deliberately conservative. An estimator stays accountable for every number that goes out, and Panzo AI simply removes the slow, mechanical part of getting there. If your quoting today lives in spreadsheets and old files, moving to proper interior quotation software is the first step, and AI quotation for interior design is what that foundation unlocks once your catalog and price book are in place.

Tip

Start with a clean catalog

AI quotation for interior design is only as good as the products and rates it draws from. Before you lean on drafting, spend an hour tidying your product master and price book. The draft quality tracks that work directly.

Key takeaways

  • Panzo AI is a quotation assistant only: draft a room-wise BOQ, review a quote, and explain a BOQ in plain client language. It is not a chatbot or a co-pilot.
  • The model reads your brief into structure. Line items and rates come only from your own products and price books, so it never invents a SKU or a rate.
  • Client emails and phone numbers are redacted before any brief reaches the third-party model, in line with DPDP thinking.
  • Review is advisory: it flags thin margins and missing scope but never changes a number or blocks a quote. You approve every figure.
  • Usage is metered as monthly AI actions per workspace, charged on success only, with the local fallback and provider errors free.

Frequently asked questions

How does AI quotation for interior design work in Panzo without inventing prices?
Panzo AI reads your brief only into structure, the rooms, the grade tier and any notes. The actual line items and rates come only from your own products and price books, filtered by grade tier and a fixed work-type map. The model never chooses a rate, so it cannot invent a SKU or a price. Its worst case is picking the wrong rooms, which is visible and quick to correct.
Is Panzo AI a chatbot or co-pilot for my whole workspace?
No. Panzo AI is a quotation assistant only. It does three jobs: draft a room-wise BOQ from a brief, review a quote for thin margins and missing scope, and explain a BOQ in plain client language. There is no general chatbot, no co-pilot answering questions across your data, and no assistant reading your whole database.
What happens to client details in the brief?
Before any brief reaches the third-party model, emails and phone numbers are redacted, in line with India's DPDP thinking. The provider only ever sees what it needs to structure the brief into rooms and tiers, not your client's contact details.
Do I still control the numbers on an AI-drafted quote?
Yes. Every draft opens in the same quote editor your estimator already uses, with the same approval gate. Nothing reaches a client until you have reviewed and approved it. The review action is advisory too, it flags findings but never changes a figure and never blocks a quote.
How is Panzo AI usage charged?
Usage is counted as monthly AI actions per workspace, covering draft, review and explain, with paid top-ups when you need more. You are charged on success only. If a provider errors or the local keyword fallback handles the brief, it costs nothing.

Written by the Panzo Team · Published 20 Aug 2026

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