NDE Helper
A focused helper project applying AI to a specialized knowledge and work context.
Project details link to be addedForward deployed AI engineering
Useful AI, built into the way your team works.
I work alongside your people to find a high-value opportunity, build the right solution, and leave your team ready to run it.
Selected work
Built for real workflows, not demo day.
From specialized field tools to a live motorsports site and streaming product, the work starts with real operating needs.
John Candy Live
A responsive live motorsports site with event information, YouTube video browsing, sponsor pages, and owner tools.
Built by Floro · project link to confirmFloro Video
A video streaming application built to serve a real product experience from stream to viewer.
Product link to be addedHow we work
From your actual operation to a working capability.
01 · Understand
Spend time with the people and process. Map constraints, data, and the outcome that matters.
02 · Build
Choose the right current AI tools for the job, then integrate and validate a focused workflow.
03 · Hand off
Document the system, train the team, and leave a clear path for ownership and next steps.
Engagement options
Focused time on your site. Clear scope before we start.
One month
$8,000
for a focused, one-month engagement
- On-site discovery and workflow mapping
- Build and validate a scoped AI workflow
- Handoff notes and team walkthrough
Three months
Best continuity$20,000
total · about $6,667 per month
- More time to integrate with your team
- Build, test, and refine through real use
- Knowledge transfer and a practical roadmap
Three months booked separately at $8,000/month would be $24,000; the three-month engagement is $4,000 less. Travel, access, deliverables, and success measures are agreed in the project scope.
Start with a conversation
Where could an embedded engineer help?
Tell us a little about your team and the work you want to improve. Floro will follow up to decide whether a focused engagement makes sense.