AI projects, prototypes, build logs, and practical systems

AI product experiments, forged into real-world systems.

PMForge.ai is a curated showcase of AI product experiments, working prototypes, case studies, and applied systems built to solve real operational problems.

PMForge Showcase Index
6 Featured projects
3 Case-study formats
Problems to solve

Shipment Intelligence

Track delivery changes, daily summaries, and multi-account shipment visibility.

HOA Knowledge Platform

Use RAG, vector search, and citations to answer questions from community documents.

Usage & Cost Monitor

Monitor API usage, forecast spend, and alert when thresholds are crossed.

Gas Price Agent

Tracks local fuel prices, surfaces the best fill-up options, and sends alerts when costs shift.

Sports Roast

Generates sharp, funny sports commentary and personalized roasts from live scores and headlines.

AI Agents RAG Dashboards Automation Product Design
Featured Projects

Applied AI concepts shaped into product case studies.

Each project is presented through the lens of user problem, system design, workflow, tools, constraints, and lessons learned.

01 Build log

Shipment Intelligence Platform

An AI-assisted shipment tracker for e-commerce orders. Monitors status changes, separates multiple user accounts, and sends daily delivery summaries.

OpenAISupabaseVercel CronEmail Alerts
02 Prototype

HOA Knowledge Platform

A retrieval-based assistant that answers homeowner association questions from rules, policies, documents, and meeting materials with source citations.

RAGPineconeVector SearchReact
03 Concept

OpenAI Usage Monitor

A dashboard and alerting system that tracks API usage, estimates monthly costs, and sends warnings when daily usage exceeds thresholds.

API UsageDashboardWeekly EmailCost Controls
04 Product idea

Fitness Programming Engine

An AI-supported workout generator that balances muscle groups, avoids repeated exercises, respects equipment constraints, and stores accepted classes.

Rules EngineExercise DBAI RecommendationsSupabase
05 Build log

Gas Price Agent

An AI agent that monitors local fuel prices, compares stations, and sends alerts when prices drop or spike — helping drivers time fill-ups and save money.

AI AgentsPrice MonitoringAlertsAutomation
06 Prototype

Sports Roast

A playful AI experience that turns game results, player stats, and headlines into witty sports roasts and shareable commentary for fans who want humor with their scores.

OpenAISports DataContent GenSocial Share
AI Focus Areas

The showcase is organized around practical AI patterns.

PMForge.ai focuses on systems that combine useful automation, clear product thinking, and credible implementation.

AI Agents

Workflow monitoring, scheduled execution, task orchestration, alerts, and multi-step reasoning.

RAG Systems

Private knowledge assistants, document intelligence, vector search, citations, and retrieval quality.

Product Analytics

Usage monitoring, dashboards, cost visibility, operational insights, and decision support.

Automation

Turning repetitive workflows into scalable systems with guardrails, summaries, and human review.

Product Thinking

AI as a product capability, not a gimmick.

The goal is not to add a chatbot. The goal is to solve a real user problem better, faster, and with less friction.

Start with workflow pain

Identify repetitive, ambiguous, or high-friction work before choosing a model, database, or interface.

Design for trust

Use citations, summaries, confidence signals, alerts, and human review where the decision matters.

Prototype like a product

Every build has a user, use case, architecture, constraints, tradeoffs, and measurable next step.

Experience Signal

Product judgment behind the showcase.

The systems are informed by experience building customer experiences, marketplaces, digital products, and operational platforms.

Amazon

Digital commerce, customer experience, operational scale, and product execution in high-volume systems.

Microsoft

Platform thinking, enterprise systems, cross-functional execution, and durable product foundations.

Expedia

Customer engagement, travel experiences, account systems, retention, experimentation, and loyalty-oriented product work.

Contact

Reach out about projects, collaboration, or AI product work.

Send a message through the form or email directly. Typical topics include AI systems, product strategy, workflow automation, and practical build feedback.