About this blog

What artificial intelligence actually changes in industry: maintenance, inspection, asset integrity, quality and compliance. Written for professionals, by someone who has spent time on the plant floor.

AI Consultant · Industry

Adama Camara

11 years in the food, pharmaceutical and medical industries, then in non-destructive testing and equipment integrity.

11 yrsof industrial experience
15professionals and companies supported
1software product published

Education

Master’s in business engineering and project management

Bachelor’s in international business development

Software published

Integrity Loop

Fields

Asset integrity · Inspection · Maintenance · Quality · Regulatory compliance

Certifications

Google AI Professional Certificate · Google AI Essentials

Skills

AI applied to industryDocument extraction (OCR + AI)Predictive AIAI agentsSoftware developmentProject management

Tools used

GeminiGeminiClaudeClaudeCodexCodexn8nn8n
Official certifications · Google · Artificial Intelligence 8 badges from the AI Professional programme
Badge Google AI FundamentalsBadge AI for Brainstorming and PlanningBadge AI for Research and InsightsBadge AI for Writing and CommunicatingBadge AI for Content CreationBadge AI for Data AnalysisBadge AI for App BuildingBadge Google AI Professional, certificat complet
Authentic badges · Google · Coursera
Discuss my project

Why this blog exists

The technical material available online on industrial maintenance splits between two extremes: academic articles that are hard to apply, and commercial content describing features rather than real work situations. Between the two, what a maintenance or inspection manager is actually looking for is missing: how to handle a specific problem, with the data at hand, within their own constraints.

Each article starts from an identifiable work question and tries to answer it in a directly usable way: methods, selection criteria, common mistakes, questions to ask a supplier. When an answer depends on your context, that is stated, rather than giving a general recommendation that would be worthless.

The editorial rules

No invented figures. No performance statistic, testimonial or case study fabricated to support an argument. When a figure cannot be verified, it is not written.

No unverified sources. Standards and regulatory obligations are cited only when they genuinely apply, and without inventing article numbers.

The limits are stated. Each article devotes a section to what does not work, what the tool does not do, or the cases where the method does not apply. Content that shows only advantages helps no one decide.

No promise of results. The effect of an approach on unplanned downtime or a budget is measured over several years. Announcing a percentage gain at one year would be dishonest.

An independent publication

This blog is written by an independent consultant, who also publishes asset-integrity management software. That activity is stated on every page, in the right-hand column: you know who writes and what they sell. No other publisher funds these articles, no comparison is sponsored, and no third-party tool is recommended for payment.

Support

Custom AI systems for industry

Agents that put your data to work and extend your existing tools. Designed and run on site, off the network.

Visit Assets 4.0