AI Quoting Platform with Speech-to-Text & PDF Export by Marcel StredakAI Quoting Platform with Speech-to-Text & PDF Export by Marcel Stredak

AI Quoting Platform with Speech-to-Text & PDF Export

Marcel Stredak

Marcel Stredak

PainterFlow AI: Voice-to-PDF Quoting Engine for Painters

The Mission

Eliminating the "Midnight Quoting" drag for professional painters.
Professional painters are experts at their craft, but they are often trapped in "Admin Hell." Traditional quoting happens at midnight after a full day on-site, leading to delayed proposals and lost leads.
I was the Lead Architect to build a Voice-driven & high-performance solution that generates professional proposals before the contractor even leaves the driveway.

The Solution: An Intelligent Estimation Engine

Instead of building a simple form, I architected a system that makes the technology invisible.

Core Intelligence

Intelligent Voice Parsing: Integrated Gemini 1.5 Flash to transform unstructured voice notes into precise, structured line items with zero manual entry.
Automated Calculation Layer: Engineered a backend logic that cross-references extracted job data with a personalized Price Catalog for instant, accurate cost projections.
Mobile-First Performance: Utilized Zustand and TanStack Query to ensure a fluid, responsive experience even on job sites with unreliable signals.
The goal was to make the complexity disappear. The contractor talks, the AI listens, and the client receives a branded PDF before the initial walkthrough is even over.

Technical Architecture

I chose a stack that prioritizes speed of deployment and high-end security:
Frontend: Next.js 16.1.6 & Tailwind CSS (Optimized for mobile web)
Backend: Firebase (Firestore for real-time sync, Auth, and Storage)
AI Logic: Google Gemini 1.5 Flash (Processing unstructured data)
Document Pipeline: Custom server-side PDF generation for branded proposals.
Reliability: Implemented Vitest to unit-test the complex AI parsing logic and ensure data integrity.

The Outcome

PainterFlow AI is currently in an active beta phase.
70% Reduction in time-to-quote for beta users.
Zero Manual Data Entry for standard job descriptions.
Immediate Professionalism: Contractors now provide high-end, branded PDFs instantly, significantly increasing their lead conversion rate.

Real-time Field Estimation via AI

Instant Professional PDF Delivery

Real-time Cloud-Synced Quote Tracking
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Posted Mar 22, 2026

I architected an AI engine converting voice notes to branded PDF quotes instantly, reducing admin time by 70% for contractors. Built for on-site efficiency.