MT's work: more than 100 projects and apps built with AI

Every project and app, big and small, each with one line of impact. By MT, AI Solutions Engineer. aisolutionsengineer.com · Get the Command Center Kit

Engineering (17)

AI-Assisted Development Pilot: Shipping production code changes with AI as the coding engine and me as requirements, reviewer and tester. 22 code changes merged since May (Active)
Admin Tool AI Pilot: First AI-assisted code changes to an internal admin tool, built from user use cases. 7 changes merged · in use (Done)
Developer Start-up Launcher: One command that starts the local application in parallel, skips what's running, and flags environment drift with the exact fix. ~20 min → under 4 · ~20 devs (Done)
Multi-Select Print & Export: Select many records and print or export them in one action. Front end and back end. Full-stack · approved by leadership (Done)
Schema Validator: Validates structured data files against their schema with plain-language hints. Adopted by the product team (Done)
Client File Export: Generates fixed-format files a client uploads into a third-party system. ~300 code-quality issues → 0 (Done)
Backend Knowledge Base: AI-built map of the database, the API and the document corpus to speed up backend work. 76 tables · 252 endpoints mapped (Done)
Attachments Drag-and-Drop: Per-row drag-and-drop for attachments, purely additive. Delivered same day (Done)
Attachments Panel Refresh: Visual refresh of a review panel, built as a working demo. Demo ready (Waiting)
Management Endpoint: Front end for an admin-side management endpoint. Live in dev (Done)
Copy Company Feature: Front end for copying a full account setup in one action. Merged · demoed (Done)
Default Coversheet Logic: Front-end logic for default document coversheets. Merged · in use (Done)
Download-Scope Prototype: End-to-end prototype of a scoped download feature, handed to the owning team. Working end to end (Parked)
Custom Stamps: Document stamping feature built as a front-end demo with tests. 14 tests passing (Waiting)
Markup Move-to-Page: Move document markups between pages. Code complete (Waiting)
Sub-Account Edit & Delete: Lets users edit or remove empty sub-accounts. Ticketed (Waiting)
Support Diagnostics Panel: One-click panel that copies trace and session details into a support ticket. User story in review (Scoping)

QA automation (24)

QA Automation Dashboard: One place to launch, watch and triage every automated test, with failures bucketed by likely cause. Live · in daily use (Active)
Test Framework Migration (Product A): Moved a legacy end-to-end suite to a modern framework and wired it into the dashboard. 47 specs · ~3× faster (Done)
Test Framework Migration (Product B): Same migration for a second product, reusing the first one's foundation. ~100 specs (Active)
Nightly CI Pipeline: Nightly runs on the CI server with an auto-triage email that groups failures by owner. ~2× faster on ¼ the machines (Active)
QA Suite Adoption: Packaged the suite so testers can install and run it themselves. Installed and in use (Done)
Pre-QA Requirements Checker: Checks each merged change against its acceptance criteria before testing starts. 4 gaps caught across 18 tickets (Active)
Coverage Gap Scanner: Live scanner comparing test coverage across two products. Gaps flagged to product (Active)
Release Checklist Automation: Turns an 8-page manual release checklist into a dashboard tab with an AI report. 8 pages → one tab (Active)
Data-Flow Validator: Validates that shared information flows correctly into every form, across accounts and years. ~2,900 records in ~90 seconds (Active)
AI Vision Pre-QA Check: A free code-based finder narrows suspects, then AI reads the printed form to confirm real misses. Stopped false bug reports (Active)
Form Code Explorer: Interactive map built from the real form code, with search, coverage heatmap and self-refresh. 966 forms mapped (Done)
Coverage Report by Region: A plain report of what's actually built, region by region, for testers without code access. 121 rules across 33 forms (Done)
Payment Request Automation: Automating a payment-request test flow. Requirements pending (Scoping)
Allocation Testing Plan: New approach to testing an address-allocation product with near-zero coverage. Plan approved (Active)
Allocation Knowledge Base: AI-built map of four repositories, the full pipeline and its history, with defects found by reading code. 5 missing endpoints + 5 defects found (Done)
Architecture Diagrams & Cache Finding: Five architecture diagrams, plus the hidden cache that was skewing test results. Found a 60-day cache (Done)
Platform Knowledge Base: Searchable hub of docs, architecture maps and root-cause write-ups. Living reference hub (Done)
Two-System Number Comparison: Automating a manual check that runs the same inputs through two systems and compares results. Scoping (Scoping)
Ticket-to-Code Corpus: Paired past tickets with the code that implemented them, then scanned for repeat bug patterns. 19 bugs caught before peak season (Done)
AI Codebase Audit: Deep AI audit of a large codebase: bug verification, root causes, security and architecture maps. 203 findings verified (Done)
Root-Cause Reports: AI-assisted root-cause analysis for production issues. 8+ production RCAs (Done)
QA Assistant GPT: Custom GPT built on the codebase for root-cause and dev support. In use (Done)
Bug Advisor Chatbot: Chatbot that triages bugs and suggests likely cause and fix. V2 shipped (Done)
UI Tests for an Integration Product: First automated UI tests and architecture docs for a product that had none. Groundwork started (Waiting)

Product & operations (12)

File Validation Suite: Three file checkers combined into one local tool. Built in ~2 hrs vs 2-week estimate (Waiting)
Outreach & Fax Automation: Templated emails and faxes, AI parsing of replies, automatic follow-ups and a live tracker. Manual tracking → automated (Done)
AI Code Generation from Documents: Compare last year's form document with the new one, let AI write the update, a human reviews it. Green-lit by leadership (Scoping)
Website Checker: Tool that checks external websites for changes the product team tracks. Handed off for testing (Waiting)
Email Reply Automation: Reads rejection emails, routes them, and drafts a reply with AI for a human to send. Proof of concept delivered (Done)
Release Notes Analyst GPT: Turns raw release notes into clean summaries. ~20 uses (Done)
Data Validation GPT: Compares report outputs with spreadsheets field by field. ~8 uses (Done)
Document Analyzer GPT: Compares two documents or spreadsheets and writes the differences up. ~18 uses (Done)
Prepayments Summary: Automated breakdown of estimate and prepayment summaries by line of business. Delivered (Done)
New Region Requirements: Requirements for adding a new region to a filing product, planned with AI. Waiting on client decision (Waiting)
PDF Autofill: Fills annual return PDFs from structured data, with a demo video and UI prototype. Demo built (Parked)
Form Change Analyzer: Compares last year's and this year's form PDFs and lists new, removed and changed fields for developers. Early AI pipeline (Done)

Leadership & reporting (8)

Executive Management Module: Executive dashboards, analytics and team directory. Demoed at an industry conference (Done)
Tax Provision Calculator: Multi-region calculation app with real-time sync, schedules and journal entries. Three versions. Demoed at an industry conference (Done)
Release Status Board: Always-on office screen showing live release status, so delays never slip silently. Engine built (Waiting)
Weekly Bug & Sprint Reports: Automated weekly reports for the production review meeting. Scheduled weekly (Done)
Executive Morning Briefing: Scheduled morning summary of new mail in a set format, with smart filing. Scoping access controls (Scoping)
Cross-Team Efficiency Report: Throughput analysis comparing AI-assisted build time with a traditional development cycle. Delivered to leadership (Done)
AI Strategy Presentation: Strategy deck and web presentation on moving AI from hype to real work. 24 slides to leadership (Done)
Analytics Dashboard for Tickets: Ticket volume, team productivity and billable-hours dashboard. Prototype (Done)

Team enablement & prototypes (16)

Two-Tool Ticket Sync: Keeps two project-management tools in step with scheduled syncs every weekday. Live daily sync (Done)
Story-to-Mockup Kit: Turns a user story and acceptance criteria into an on-brand clickable mockup. Installable skill (Done)
AI Enablement & Training: Strategy decks, guides and hands-on training to help teams adopt AI tools. Company-wide (Active)
Enterprise Assistant: Internal AI assistant and hub for analyst tools. Enhanced build shipped (Done)
Reusable Skills + Record-a-Skill: Packaging whole processes as installable skills, plus a recorder that writes the click-by-click script. Recorder built (Active)
Deadline Radar: One ranked view of every deadline across mail, chat, tasks and HR tools. Prototype · solved natively instead (Parked)
Ticket Report Bot: Local app that turned ticket data into reports. Replaced by better tools (Parked)
Issue Data Extract: Extracting issue-tracker data into spreadsheets. Framework written (Scoping)
Quiz Generator: AI quiz creation and analytics for employee training. Prototype (Done)
Workflow Recorder: Basic app to record and replay workflows. Prototype (Done)
Product Expert Assistant: Answers questions from a 100+ page software workbook, with citations. Citation-grounded (Done)
Features Explorer: Interactive view of a product's features. Prototype (Done)
Code-to-Components View: Maps front-end code to its UI components. Prototype (Done)
Data-to-Dashboard (Brand Edition): Upload a CSV or Excel file and get an on-brand dashboard. Prototype (Done)
Address Allocation Demo: AI-enhanced address allocation and geocoding demo with compliance reports. Two versions. Prototype (Done)
Platform Experiment: Sandbox app for testing new platform ideas. Experiment (Done)

AI productivity tools (15)

Deadline Extractor: Paste any messy text and get due dates, amounts and calendar files. Working prototype (Active)
Meeting Recap: Turns meetings and notes into summaries and action items. Two versions. Prototype (Done)
Text-to-Dashboard: Turns unstructured text or reports into an interactive dashboard. Prototype (Done)
AI Dev Estimator: Estimates feature cost and compares traditional with AI-assisted development. Prototype (Done)
Analyst Workflow Suite: A configuration-driven platform hosting AI tools for analysts and developers. Three versions. 100+ tools (Done)
AI Research Report Generator: Multi-page research reports on any topic, with analysis and references. Prototype (Done)
Markdown to PDF: Turns notes or Markdown into polished PDF documents. Prototype (Done)
Document Search Explorer: Upload documents and ask questions against your own files. Prototype (Done)
Prompt Architect: Reverse-engineers image prompts and generates new images from a structured analysis. Prototype (Done)
Component Workbench: Visualizes and documents React components from uploaded project files. Prototype (Done)
Workflow Automation Builder: Visual builder for connecting services into automated workflows. Prototype (Done)
Business AI Audit: Analyzes a business and suggests AI tools and automations, with ROI calculators. Several versions. Prototype (Done)
Document Vision Extractor: Reads images of documents and charts into structured data. Prototype (Done)
AI Tool Marketplace: Storefront for instant AI deliverables like headshots, carousels and mockups. Prototype (Done)
Profile & Resume Analyzer: Expert-level feedback on LinkedIn profiles and resumes. Prototype (Done)

Websites & products (11)

This Funnel: aisolutionsengineer.com: signup, bot protection, email sequence, payments and delivery. Built with AI in days (Active)
Command Center: This dashboard: live portfolio of every project, with a public view and a private owner view. 100+ projects tracked (Active)
The AI Portfolio Sprint: A 21-day workbook for building three AI projects a hiring manager can click. 46 pages (Active)
Repair-Shop Quoting Portal: Staff quoting tool that syncs the real repair catalog from the point-of-sale system. Live for staff (Active)
Barbershop Website: Services, prices and online booking for a local barbershop. Live (Done)
Dessert Shop Website: Menu and specials for a local ice cream and candy shop. Live (Done)
Artisan Studio Website: Showcase site for a handcrafted display-pieces studio. Live (Done)
Agency Landing Pages: Landing pages for an AI and analytics agency, with a design-style prompt studio. Three versions. Live (Done)
Personal Portfolio Site: Founder portfolio of ventures and projects. Live (Done)
AI Automation Agency Site: Services, pricing and testimonials for an AI automation offering. Prototype (Done)
Educational History Resource: Timelines, sourced collections and an AI Q&A for an educational topic. Live (Done)

Market analysis tools (7)

Chart Analysis Tools: Upload a chart and get structured analysis using several methodologies. Several versions. Prototypes (Done)
Market Dashboards: Gold and crypto market dashboards with levels and analysis. Prototypes (Done)
Daily Market Report Generator: Turns market data into a structured daily report. Prototype (Done)
Market Analyst Chatbot: Chatbot that explains market concepts and recent moves. Prototype (Done)
Strategy Backtesting Tools: Backtesting and pattern detection on historical price data. Three tools. Prototypes (Done)
Strategy Code Generator: Generates trading-strategy code for a charting platform. Prototype (Done)
Chart-to-Video Generator: Turns static chart infographics into short videos with AI voiceover. Prototype (Done)

Experiments (4)

Platformer Game: 3D side-scroller with physics and AI-generated levels. Experiment (Done)
Travel Photo Generator: Places you at world landmarks in a photo. Experiment (Done)
Decades Photo Generator: Reimagines you across past decades with a consistent look. Experiment (Done)
Image & Audio Viewer: Pairs an image and an audio file in a simple viewer. Experiment (Done)

AI Solutions Engineerby MT

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