Spec-book-anchored matching
Manufacturer part numbers from the spec book are the single source of truth. When part-number-level matching is possible, confidence is near-certain — not guessed from descriptions.
Upload your fixture schedule, spec book, and vendor quotes. JohnnyAI matches fixtures to pricing and hands you a structured Excel quote in minutes — not hours.
Distributors, reps, and estimators pull information from four or five different documents to build a single quote. Each one in a different format. Each one prone to typos. Each one needing a second pass before the customer sees it.
Then the schedule revises. Or a vendor sends new pricing. Or the customer asks for an alternate manufacturer. And the whole thing starts over.
Drop in the fixture schedule, EC counts, spec book, and any vendor quotes you've collected. Excel, PDF, CSV — whatever the lighting designer or rep sent.
Lighting_Schedule.pdf · USAI_Quote.xlsx · Specbook.pdf
JohnnyAI reads every document — including scanned PDFs and prose-style vendor quotes — and converts them into structured records. Fixture types, descriptions, manufacturers, part numbers, prices.
The spec book anchors each schedule fixture to a manufacturer and part number. Vendor quotes are matched against that identity — so "A1" in the schedule connects to "BVL2-2700-25-W" in the USAI quote with confidence, not guesswork.
Confirm matches in a clean workspace. Compare vendor pricing side by side. Override anything. Set markup at the company, project, vendor, or line level.
Generate a structured Excel quote with your branding, terms, and standard layout. Send it to the customer. Revise it later if you need to.
Manufacturer part numbers from the spec book are the single source of truth. When part-number-level matching is possible, confidence is near-certain — not guessed from descriptions.
Upload as many vendor quotes as you have. JohnnyAI surfaces every option per fixture with its price, lead time, and confidence — so you can pick the right vendor for each line, not the easiest match.
Set markup at the company, project, manufacturer, or line level. The Final Review screen surfaces the effective rate for every line and lets you bulk-adjust before export.
Every quote you upload enriches your private catalog of manufacturers, products, and pricing history. Your data, your relationships — never shared across companies.
Every export is a versioned snapshot. Revise without losing the original. When the customer asks "what changed since v1?", you can show them.
Company logo, address, terms and conditions — every quote leaves the platform looking like it came from your office. Because it did.
Plans scale with quote volume and team size. Every plan includes a 14-day free trial — no credit card required.
Solo estimators & small reps
Growing distributors & rep firms
Large distributors & multi-location
Prices shown in USD. Annual billing available with two months free. Quote-overage pricing kicks in at $4/quote on Starter, $2/quote on Pro.
JohnnyAI works with the documents you already have. Schedules from the lighting designer. Spec books from the project drawing set. Quotes from manufacturers you've worked with for years. No new file formats. No process changes. Just the time-consuming part of quoting, handled.
We're onboarding the first wave of distributors and reps now. Drop your details — we'll be in touch when your seat is ready.
We'll be in touch as soon as your seat is ready. In the meantime — keep building quotes the hard way for a little longer.
Something went wrong on our end. Please try again or email us directly.
Demos, enterprise inquiries, custom integrations, or just curious what JohnnyAI can do for your team — drop us a line.