SMRP 2026 talk · free PDF

AI doesn't fix bad data. It amplifies it.

The talk I presented at the SMRP 2026 conference: how generative AI enters maintenance planning, decision-making and failure analysis, and what needs to be in place before it.

  • 55 slides
  • 1 pump, the P-200, from start to finish
  • 0 software advertising
Slide from the talk: the real power of AI is not generating answers, it is helping people make better decisions
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What's inside

From the pump nobody understood to the agent that shows its sources.

The talk follows the P-200, a pump with five sensors and a history that only says “done”. Each chapter answers a question every maintenance manager has asked.

Slide: the cycle from signal to decision
01

Is your data ready for AI?

Completeness, consistency, standardization and traceability: the four questions that come before any model.

Slide: what generative AI changes — interpret, reason, plan and act
02

Predictive AI and generative AI

One detects and predicts; the other interprets, connects and explains. Complementary, not competing.

Slide: what MCP makes possible in maintenance
03

Secure access to the right information

How to connect AI to the maintenance system with permissions, context filtering and an audit trail.

Slide: AI agents for maintenance and reliability
04

Seven agents for the real week

Express service requests, assisted maintenance, reports, weekly scheduling, failure patterns, diagnosis and governance.

Studio portrait of Rodrigo Rotondo in a black blazer
The speaker

Rodrigo Rotondo, CMRP.

Thirty years in maintenance and asset management, from the shop floor to founding a maintenance management platform with more than 250 customers in Brazil and the US. At SMRP 2026, I shared the stage with Rafael Araujo Kluska, PhD, a generative AI specialist: two sides of the same problem, the reality of maintenance and the capability of AI.

CMRPCertified Maintenance & Reliability Professional
SMRP 2026Generative AI for Maintenance Planning, Decisions and Failure Analysis
See my full background →
What's next

Maintenance with AI: the new home for what I teach.

The talk is the beginning. At rodrigorotondo.com.br I bring together the method for AI to work like an experienced maintenance and reliability engineer, with evidence and with the decision in the hands of whoever signs off.