Custom Operations Platform for Industrial Equipment Distribution
A unified CRM, sales, supply chain, and business intelligence platform with 12+ AI-powered automation capabilities — built around real operational workflows and saving 250+ hours annually.
Running Operations Across a Fragmented Stack
A mid-sized industrial equipment distributor specializing in conveyor components and roller systems was running its operations across a fragmented stack of spreadsheets, email inboxes, paper files, and disconnected tools.
Key business data — customer history, vendor pricing, job specifications, and order status — lived in people's heads or scattered across dozens of documents. When someone was out sick or busy, things fell through the cracks.
One Unified Platform Built Around Real Workflows
◆ The Problem
An industrial equipment distributor losing hours daily to fragmented data, manual quoting, gut-feel vendor decisions, and zero margin visibility — with no way to onboard new employees without weeks of shadowing.
◆ The Solution
A custom full-stack operations platform with 70+ features across CRM, sales, supply chain, and finance — powered by 12+ AI capabilities including smart vendor selection, quote pricing engine, PDF parsing, email intelligence, and a conversational AI assistant.
Five Integrated Platform Modules
Organized around the company's actual workflows — CRM, quoting, operations, supply chain, and finance — all in one integrated system with 15+ interconnected entity types.
CRM & Sales Pipeline
- 360° customer profiles with timeline views
- Multi-stage opportunity pipeline with Kanban
- Contact management with role classification
- Activity logging for calls, emails, meetings
- Automated follow-up engine with sequences
- Quote-to-Opportunity stage sync
Quoting & Pricing Engine
- Multi-revision quotes with margin calculations
- AI-powered pricing from historical data
- Real-time margin health indicators
- Quote comparison for side-by-side evaluation
- Professional PDF generation with branding
- One-click quote-to-project conversion
Project & Operations
- 15 configurable workflow stages
- Visual Kanban pipeline with drag-and-drop
- Vendor PO queue with approval workflows
- Quality inspection tracking system
- Configurable dashboard with KPI cards
- Pinned watchlist for critical items
Supply Chain & Vendor Management
- Vendor scorecard (delivery, quality, price, responsiveness)
- AI-drafted RFQ email generation
- PDF quote scanner with AI extraction
- Historical pricing database with search
- Predictive vendor analytics
- Centralized communication log
Financial & Invoicing
- Invoice creation from project records
- Payment tracking with deposit management
- Margin analytics by customer/vendor/product
- Revenue trends and pipeline forecasting
- Customer lifetime value scoring
- Accounting system sync tracking
AI Assistant & Content
- In-app AI assistant with entity access
- Natural language email search
- SEO content generator from job data
- Gmail integration with AI chatbot
- Job specification summarization
- Image/CAD drawing analysis
12+ AI-Powered Capabilities
Intelligence is embedded throughout the platform — not bolted on as an afterthought. Every AI feature gets smarter over time as more data enters the system.
Smart Vendor Selection
AI scores and ranks vendors per job based on quality, pricing history, lead time, and specialties.
Quote Pricing Engine
Historical pricing database lookup with AI-generated price and margin recommendations in real-time.
Job Classification
Auto-classifies incoming job requests as standard commodity or custom fabrication from specifications.
Email Intelligence
OAuth-integrated email scanning with AI extraction of quote amounts, lead times, and action items.
PDF Document Parsing
Upload vendor PDF quotes and extract structured data — pricing, specs, lead times — via AI.
Image Recognition
Analyzes uploaded CAD drawings and photos to extract roller specifications automatically.
RFQ Email Drafting
AI composes professional vendor request-for-quote emails with full job context included.
Repeat Order Detection
Identifies returning customers with similar past orders and surfaces historical pricing.
SEO Content Generation
Transforms completed job data into publishable case studies and industry white papers.
Conversational AI Assistant
In-app AI agent trained on full product knowledge, platform capabilities, and live company data.
Natural Language Email Search
Conversational chatbot for querying email history — 'What did Vendor X quote last month?'
Job Summarization
Auto-generates concise summaries from job specifications and customer requirements.
Where They Save Time
Real-world breakdown of how everyday tasks changed with this platform.
| Task | Before | After | Saved |
|---|---|---|---|
| Historical pricing lookup | 15–30 min | Instant (AI) | ~25 min/quote |
| Vendor selection for a job | 10–20 min | 10 seconds (AI) | ~15 min/job |
| Drafting vendor RFQ email | 10–15 min | 30 seconds (AI) | ~12 min/RFQ |
| Parsing vendor quote email | 5–10 min | 1 click (AI) | ~8 min/quote |
| Morning operational review | 20–30 min | Dashboard auto-alerts | ~25 min/day |
| PDF quote generation | 15–20 min | 1 click | ~18 min/quote |
| Customer history lookup | 10–15 min | 2 seconds | ~12 min/lookup |
| New employee onboarding | 1–2 weeks | 1 afternoon | Days of training |
Conservative estimate: Processing just 5 quotes and 5 vendor interactions per week, this platform saves roughly 5–8 hours every week — that's an extra full working day back, every week. Over a year, that's 250+ hours.
Architecture & Engineering
Frontend
React with Tailwind CSS
Backend
Backend-as-a-Service with auth
Data Model
15+ interconnected entity types
AI Integration
LLM-powered across 12+ features
Real-time
Entity subscriptions for live updates
Access Control
Role-based (Admin, Operations, Sales)
OAuth-integrated Gmail with AI search
Automations
Scheduled + entity-triggered workflows
Design
Mobile-responsive with dark mode
Connected Systems
Email (OAuth)
Direct email for quotes, RFQs, and automated communications
Accounting Sync
Status tracking for invoices, payments, and vendor bills
File Management
Upload drawings, photos, PDFs, and packing lists
Public Intake Form
Embeddable multi-step quote request form
Key Results
A Living System That Grows With the Business
The platform is a strong foundation with clear expansion paths — none requiring starting over.
Customer Portal
Dedicated login for customers to check order status, view quote history, and submit new requests.
Inventory & Stock Tracking
Track what's in stock, what's running low, and automatically flag reorder points.
AI Demand Forecasting
Predict product demand based on order history and seasonal patterns for better vendor negotiations.
Financial Reporting & Forecasting
Monthly P&L reports, cash flow projections, and revenue forecasting based on pipeline data.