The Handoff Kit: How to Let Product Vibe-Code a POC That Engineering Can Actually Ship
Build a starter kit that product can prototype on top of — rough but architecturally sound. Engineering cleans up instead of starting over.
Agile Forge Consulting
Ship AI tools
your ops team
will actually use.
Product development and AI implementation for operations teams. Part-time engagements that move fast — scoping, prototyping, and delivery guidance from someone who builds.
About
I'm Matthew — a software developer who runs product teams, with deep experience in transportation, logistics, and back-office data systems.
I started Agile Forge because I kept seeing the same pattern: ops teams know they should be using AI, but they don't have the internal talent to scope it, prototype it, or guide it into production. They end up with either a vendor pitch or a science project — neither ships.
I work differently. A few hours a week, embedded with your team. We identify the highest-value problem, build a working prototype fast, and get it into production — not a slide deck.
Consulting
Part-time engagements scoped to real outcomes. I help your team scope AI opportunities, prototype solutions, and guide them to production. Typical engagement: 5-10 hours/week.
Starter kits & templates
Production-ready tooling so your team can move fast without starting from scratch. Workflow guides, prompt libraries, and automation packs drawn from real engagements.
Articles
From Meeting to Merged PR: Stakeholder Transcripts to Delivered Code
The full AI-augmented product development pipeline. Collapse 2-3 weeks of back-and-forth into days.
The Product Cost Framework: Stop Planning Quarters with Vibes
Force every proposed project into quantified pain, honest cost, and a defensible ratio. Build roadmaps that survive board meetings.
Contact
Interested in working together? Book a free 30-minute call to talk through what you're trying to build and whether I can help.