Every AI application, interactive engine, and creative system featured on this site is an original invention designed, conceptualized, and built from scratch by Christopher Terrell. No templates, drag-and-drop software builders, or pre-packaged AI wrappers were ever used. Every application was uniquely hand coded using pure Python to transform complex data and narrative challenges into custom software solutions.
E911 Automated Validation Tool
Serving as the essential link between a caller’s physical location and local emergency dispatch, Enhanced 911 (E911) requires absolute data precision. In scaling telecommunications networks, natural formatting discrepancies inevitably arise within massive location datasets, often forcing teams into time-intensive manual audits to meet strict regulatory standards. To modernize this critical workflow, I engineered a proprietary E911 Automated Validation Engine that replaces conventional text evaluation with deterministic data science. The platform seamlessly fuses unformatted address inputs with federal 15-digit GEOID block codes and exact geospatial telemetry, autonomously verifying and standardizing records in milliseconds. Ultimately, this zero-touch, closed-loop system guarantees flawless emergency routing, optimizes network operations, and provides a highly resilient, modern foundation for life-safety infrastructure.
Note: Because these models are currently for demo purposes only, they may need to be "woken up" before loading.
Speed (Under a second vs 15 minute manual work)
Accuracy (100% Deterministic Precision via GEOID vs AI/Human error)
Savings (Massive reduction in operational expenses)
Compliance (Federal Compliance with Kari's Law & RAY BAUM's Act)
Input & Customization Controls• Routing Selector: A toggle switch that changes the compliance rules based on the user type, switching between standard residential rules and strict commercial/enterprise (MLTS) rules.
• Subscriber Address Fields: Input boxes to enter the core location data, including street address, apartment/suite number, floor level, zip code, and the subscriber's name.
• Integrated Spell Checker: Automatically scans and corrects the inputted street name, city, and abbreviations for typographical errors and misspellings.
• Reset Button: A master clear switch that wipes all current data and resets the system for a fresh validation search.
Location Specifics & Jurisdiction Confirmation
• Jurisdiction Confirmed: Instantly displays the verified physical and legal jurisdiction for the queried address
Automated Data Processing
• USPS Standardization: Automatically checks the provided zip code against postal databases to determine the standardized address, the preferred mailing city and any alternative acceptable city names.
• Structural Type Profiling: Scans the address text and automatically categorizes the building as a "Single-Family Home," "Multi-Unit Complex," "Commercial Business," or "Enterprise Commercial Complex."
• Geospatial Boundary Resolution: Pulls the exact latitude and longitude coordinates and confirms the exact physical county the address resides in. This provides an exact, unchanging anchor on the Earth's surface. It bypasses human spelling errors and formatting differences entirely.
• Federal Census Geocoding: Connects directly to US Census databases to generate the exact 15-digit GEOID block code for the location. This is a permanent, government-issued identifier. It maps a specific physical location directly to highly defined census blocks, emergency response zones, and tax jurisdictions. Even if a municipality completely renames a street or redraws a zip code, the 15-Digit GEOID remains static, ensuring deterministic, flawless 911 routing.
• Live Google Maps Embedding: Automatically embeds an interactive Google Map directly into the dashboard
• One-Click Bing Maps Portal: Provides a direct launch button that executes a pre-formatted spatial search in Bing Maps.
• Zillow Property Photo & Structural Integration: Features a direct link to the Zillow Core Portal that automatically pulls the specific address. This provides analysts with actual exterior location photos and real estate data to visually confirm building architecture and ensure compliance with interior structural rules.
County Portal & Real Estate Fallback
• Target Authority Registry Automatically identifies and displays the exact local government entity that holds authority over the property's spatial and tax parcel records.
• Expected Parameter Standard Intelligently determines the precise search terminology required by that specific county's proprietary system (whether it requires an "Account Number," "Parcel ID," or "Schedule Number
• Direct Parcel Search Execution: Generates a dynamic, one-click URL that launches the specific county's property appraiser interface. Where supported, it pre-configures the URL with the target address, bypassing the county's manual search screens.
• Authority Contact Information: Automatically identifies the contact email for the specific jurisdiction, allowing technicians to instantly initiate a manual verification request.
Compliance & Auditing Systems
• Ray Baum's Act Validator: Analyzes multi-story or commercial buildings to ensure they include legally required interior details (like suite or floor numbers). It automatically flags the address as compliant or non-compliant.
• MSAG Discrepancy Detector: Triggers an error alert if the detected physical county or city boundaries clash with the expected 911 routing zones.
• PSAP Routing Assignment: Generates the specific routing code required to direct an emergency call to the correct local Public Safety Answering Point (PSAP).
• BSSID Network Token Generator: Creates a simulated hardware MAC address token, which is required for routing enterprise network hardware.
Automated Workflow
• Verification Lifecycle Tracker: A digital workflow manager that tracks the status of a manual county verification request through four stages: Pending, Dispatched, Reminder Sent, and Confirmed.
• Automated Email Generator: Automatically drafts a pre-formatted email to the local county GIS department containing all coordinates and data, ready to be sent with a single click.
• Auditor Notes Field: A digital notepad allowing the user to manually type in specific findings or discrepancies during the audit.
Official Transaction Record
• Comprehensive Data Aggregation: Compiles every single metric generated during the session—including the initial street query, structural profile, USPS standardization, federal GEOID, PSAP routing code, and the final compliance status—into a single, unified visual data table.
• Timestamped System Ledger: Automatically stamps the exact date and time the search was executed, creating an immutable historical record of the validation cycle for strict regulatory compliance.
• Raw JSON Export Block: Dynamically translates the entire data table into a raw, formatted JSON string. This allows the system output to be instantly copied or automatically ingested into downstream enterprise storage databases, billing systems, or ticketing platforms without data loss or re-typing.
Current Model Features
Phase 2 Customization Options
Complete System Automation • Direct Billing-to-PSAP Bridge: The system will physically connect the carrier’s customer billing platform directly to the 911 routing databases. The system can automatically extract the customer’s name, address information, and TN(s), run the validation telemetry, and push the error free data directly to the companies PSAP database without human intervention. • Automated E911 Database Updates: When an address passes the validation check, the tool will log directly into the carrier's PSAP E911 routing system and update the customer's record without any manual data entry. Advanced Database Intelligence & Machine Logic • MSAG & ALI Search/Selection: The engine will query the live Master Street Address Guide (MSAG). It will pull all accepted street ranges and directional prefixes for a municipality and automatically select the exact formatting required by the local PSAP, preventing ALI database rejection. This will not require human intervention even if the destination system requires a high-security digital password that changes every minute. • Algorithmic MSAG Confidence Scoring: The tool will assign a mathematical probability score to an MSAG selection. If an address variation returns a score below an enterprise-defined threshold (e.g., 99%), it is flagged; anything above is automatically approved. • Internal Knowledge Base (WIKI) RAG Search: Utilizing Retrieval-Augmented Generation (RAG), the engine will search internal documents/WIKI pages during the initial validation search. It will instantly read decades of notes, routing instructions, and county URL/contact information. High-Volume Automation & Auditing • Batch Database Reconciliation (Complete Recons): The tool will accept massive data dumps to audit entire carrier databases. o Time Estimate: Utilizing modern asynchronous API pooling, a complete audit of 1,000,000 customer records can be processed in approximately 45 to 90 minutes (constrained only by the rate limits of the external federal endpoints). • Mass Enterprise MLTS Updates: The system will allow bulk uploads of architectural blueprints or floor plans for large commercial properties (like hospitals or campuses), instantly generating hundreds of RAY BAUM'S Act-compliant sub-unit records in a single click. • Ledger-Driven Automated Quality Assurance: A background AI agent will constantly read the historical JSON ledgers generated by the tool. If it detects a sudden pattern of address failures in a specific county, it will automatically alert the QA team to a potential upstream database corruption. • Autonomous Email & Follow-Up Engine: The system will physically connect to the corporate email exchange server. It will send the initial verification requests to county GIS contacts, track the days passed, automatically deploy follow-up emails, and read inbound replies to close the ticket—all without human oversight. Human Oversight • Intelligent Technician Assignment: If an address physically cannot be resolved, the system will link to companies workforce management software. It will check the attendance roster, filter a technician’s skill level and existing workload, and automatically assign the record. Smart, Role-based Dashboards • The Technician View: This dashboard will show assigned tasks, the validation screen with the issue clearly displayed, manual entry and flow controls, QA results, and records completed. • The Analyst View This dashboard will monitor the health of the entire network. It will helps analysts spot issues, patterns and audit results • The Management View This dashboard is built for for leadership It tracks overall team productivity, shows that the system is 100% compliant, and calculates exactly how much money the software is saving the company in real-time. Cell Phone Geospatial Scalability • The tool will use live X/Y coordinates (Latitude/Longitude) generated by a cell phone's GPS and Wi-Fi positioning and drop them onto the digital geospatial grid, and instantly determine which specific PSAP is correct. PSAP Test Calls • The tool can confirm that the TN correctly routing to the dispatch center. It will autonomously generate synthetic test calls (such as SIP 933 testing) by dialing the test endpoint, utilizing audio-parsing AI to listen to the automated address read-back from the PSAP, mathematically verify that it matches the validated ledger, and log the result. This will eliminate manual technician dialing. Trouble Ticket Resolution • The tool can integrate directly with enterprise IT ticketing systems to handle E911 routing failures. When a system generates a trouble ticket, the engine will automatically claim it, review and correct the issue, flow the corrected record to the companies PSAP database, and close the ticket. This will be done without human intervention.
Complete System Automation • Direct Billing-to-PSAP Bridge: The system will physically connect the carrier’s customer billing platform directly to the 911 routing databases. The system can automatically extract the customer’s name, address information, and TN(s), run the validation telemetry, and push the error free data directly to the companies PSAP database without human intervention. • Automated E911 Database Updates: When an address passes the validation check, the tool will log directly into the carrier's PSAP E911 routing system and update the customer's record without any manual data entry. Advanced Database Intelligence & Machine Logic • MSAG & ALI Search/Selection: The engine will query the live Master Street Address Guide (MSAG). It will pull all accepted street ranges and directional prefixes for a municipality and automatically select the exact formatting required by the local PSAP, preventing ALI database rejection. This will not require human intervention even if the destination system requires a high-security digital password that changes every minute. • Algorithmic MSAG Confidence Scoring: The tool will assign a mathematical probability score to an MSAG selection. If an address variation returns a score below an enterprise-defined threshold (e.g., 99%), it is flagged; anything above is automatically approved. • Internal Knowledge Base (WIKI) RAG Search: Utilizing Retrieval-Augmented Generation (RAG), the engine will search internal documents/WIKI pages during the initial validation search. It will instantly read decades of notes, routing instructions, and county URL/contact information. High-Volume Automation & Auditing • Batch Database Reconciliation (Complete Recons): The tool will accept massive data dumps to audit entire carrier databases. o Time Estimate: Utilizing modern asynchronous API pooling, a complete audit of 1,000,000 customer records can be processed in approximately 45 to 90 minutes (constrained only by the rate limits of the external federal endpoints). • Mass Enterprise MLTS Updates: The system will allow bulk uploads of architectural blueprints or floor plans for large commercial properties (like hospitals or campuses), instantly generating hundreds of RAY BAUM'S Act-compliant sub-unit records in a single click. • Ledger-Driven Automated Quality Assurance: A background AI agent will constantly read the historical JSON ledgers generated by the tool. If it detects a sudden pattern of address failures in a specific county, it will automatically alert the QA team to a potential upstream database corruption. • Autonomous Email & Follow-Up Engine: The system will physically connect to the corporate email exchange server. It will send the initial verification requests to county GIS contacts, track the days passed, automatically deploy follow-up emails, and read inbound replies to close the ticket—all without human oversight. Human Oversight • Intelligent Technician Assignment: If an address physically cannot be resolved, the system will link to companies workforce management software. It will check the attendance roster, filter a technician’s skill level and existing workload, and automatically assign the record. Smart, Role-based Dashboards • The Technician View: This dashboard will show assigned tasks, the validation screen with the issue clearly displayed, manual entry and flow controls, QA results, and records completed. • The Analyst View This dashboard will monitor the health of the entire network. It will helps analysts spot issues, patterns and audit results • The Management View This dashboard is built for for leadership It tracks overall team productivity, shows that the system is 100% compliant, and calculates exactly how much money the software is saving the company in real-time. Cell Phone Geospatial Scalability • The tool will use live X/Y coordinates (Latitude/Longitude) generated by a cell phone's GPS and Wi-Fi positioning and drop them onto the digital geospatial grid, and instantly determine which specific PSAP is correct. PSAP Test Calls • The tool can confirm that the TN correctly routing to the dispatch center. It will autonomously generate synthetic test calls (such as SIP 933 testing) by dialing the test endpoint, utilizing audio-parsing AI to listen to the automated address read-back from the PSAP, mathematically verify that it matches the validated ledger, and log the result. This will eliminate manual technician dialing. Trouble Ticket Resolution • The tool can integrate directly with enterprise IT ticketing systems to handle E911 routing failures. When a system generates a trouble ticket, the engine will automatically claim it, review and correct the issue, flow the corrected record to the companies PSAP database, and close the ticket. This will be done without human intervention.