Triggered when needed
Started by an admin when updated source files are ready, with execution history and failure routing built in.
Your Team's Phone Plan Reference
An internal tool for quick plan lookups, built with Azure Document Intelligence and deterministic extraction — zero LLM hallucination risk on pricing data.
Automation
Pricing intake, orchestrated with n8n
An admin starts n8n when updated source files are ready. n8n then runs Playwright on a secure VM to retrieve synthetic carrier files and sends validated files to the begin.mobi API as reviewable pricing drafts.
Independent technical demonstration using synthetic data. Not affiliated with any carrier.
Carrier Source Portal
Synthetic carrier source files
- n8n Orchestration
n8n Orchestrator
On-demand orchestration and execution logs
Secure VM + Playwright
Authenticated browser automation
begin.mobi API
Validated carrier-file upload
Reviewable Pricing Grid
DRAFT status, reviewable before publication
Browser automation on secure VM
Playwright retrieves synthetic carrier files from a controlled demonstration portal.
Safe publish workflow
Validated uploads create reviewable pricing drafts before anything reaches the live grid.
- Trigger
- Admin-triggered sync
- Sources
- 4 synthetic source files
- Safety
- Draft-before-publish
- Monitoring
- Failure alerting
Workflow
Built for Real Workflows
From customer walk-in to data pipeline — designed for the people who use it every day.
For Sales Teams
From customer walk-in to the perfect plan recommendation
Step 1
Open the Grid
Access the full pricing grid with all carriers and plans at a glance. No more flipping through PDFs.
Step 2
Filter by Provider
Select the customer's current provider to surface relevant plans and calculate potential savings.
Step 3
Choose Customer Type
Consumer, EPP, Small Business, or V2B — each with tailored pricing from the same source data.
Step 4
Inspect Plan Details
Hover any cell to see the full cost breakdown — plan price, device payment, total monthly, buyout, and savings.
Step 1
Open the Grid
Access the full pricing grid with all carriers and plans at a glance. No more flipping through PDFs.
Step 2
Filter by Provider
Select the customer's current provider to surface relevant plans and calculate potential savings.
Step 3
Choose Customer Type
Consumer, EPP, Small Business, or V2B — each with tailored pricing from the same source data.
Step 4
Inspect Plan Details
Hover any cell to see the full cost breakdown — plan price, device payment, total monthly, buyout, and savings.
For Administrators
Keep pricing data accurate with AI-assisted pipeline
Step 1
Upload Carrier Documents
Drop PDF menus and Excel device sheets. The system accepts Bell, EPP, and Virgin formats.
Step 2
Extraction & Processing
Azure Document Intelligence parses PDF tables. Deterministic code extracts plans — no LLM involved in pricing, no hallucination risk.
Step 3
Review & Correct
The admin reviews extracted plans in an editable table. An AI chat assistant can search PDF excerpts, update, add, or remove plans.
Step 4
Publish
One click to go live. The grid updates instantly for all users. Published data is immutable — no accidental overwrites.
Step 1
Upload Carrier Documents
Drop PDF menus and Excel device sheets. The system accepts Bell, EPP, and Virgin formats.
Step 2
Extraction & Processing
Azure Document Intelligence parses PDF tables. Deterministic code extracts plans — no LLM involved in pricing, no hallucination risk.
Step 3
Review & Correct
The admin reviews extracted plans in an editable table. An AI chat assistant can search PDF excerpts, update, add, or remove plans.
Step 4
Publish
One click to go live. The grid updates instantly for all users. Published data is immutable — no accidental overwrites.
How It Works
System Architecture
From carrier documents to a live pricing grid — fully automated with human oversight.
Automated File Intake
Pricing files arrive automatically, with manual upload available as a fallback
Document Intelligence
Azure Doc Intelligence extracts structured tables from PDF
Deterministic Extraction
Code parses plans from tables — zero LLM, zero hallucination
Post-Processing
Merge activities → Assign IDs → Apply business rules
Device Reconciliation
Entity resolution across carrier files
Grid Computation
Merge plans + devices, compute totals, tax & discounts
Admin Review
Plans table with editable cells and PDF excerpt search
Chat Assistant
AI tools to update, add, or remove plans during review
Publish
DRAFT → PUBLISHED after human approval
Pricing Grid
Live grid with filters, provider toggle & discretionary
Technical Features
Deterministic Extraction
Azure Document Intelligence parses PDF tables into structured data. Deterministic code extracts plans — no LLM involved in price parsing, no hallucination risk.
Automated PDF/Excel Ingestion
Upload carrier PDFs and Excel device sheets. The pipeline handles column mapping, cross-source reconciliation, and normalization automatically.
Interactive Review
Admin interface with an AI chat assistant for verifying extracted data. Search PDF excerpts, edit plans, and approve before publishing.
Deterministic ID System
Composite identifiers maintain referential integrity across pipeline stages and prevent data drift.
Real-time Grid Computation
Pricing comparisons are computed on-demand from normalized plan data, ensuring consistency across all views.
Human-in-the-Loop
Extracted plans require explicit admin approval before appearing in production, balancing automation with oversight.