Common Mistakes When Implementing AI in Industry and How to Avoid Them

Artificial intelligence is revolutionizing industrial processes, but its implementation requires a solid strategy to avoid mistakes that may jeopardize success. Rosepetal AI, with years of experience, has identified recurring patterns that hinder achieving optimal results.

Common Key Mistakes

1. Unclear or poorly defined objectivesProjects without concrete goals often lead to scattered efforts and unmeasurable outcomes. AI must be applied to solve specific problems that directly impact efficiency, quality, or costs.

2. Not involving operational teamsIgnoring collaboration with operators and plant managers hinders the integration of the solution into daily routines, affecting adoption and effectiveness.

3. Underestimating software importance versus hardwareMany companies believe installing cameras is enough. However, the real value lies in computer vision software that interprets and learns from images.

4. Insufficient or poorly prepared dataThe quality and quantity of data for training the system are crucial. Biased, incomplete, or poorly labeled data negatively affect model

performance.

5. Lack of maintenance and update planningAI models must be retrained and monitored regularly to adapt to changes in the process or product.

6. Insufficient staff trainingTraining end-users to operate and supervise the system reduces errors, facilitates maintenance, and increases confidence in the technology.

Recommendations for Success

• Define clear and measurable objectives from the start.

• Foster multidisciplinary collaboration among IT, production, and quality teams.

• Invest in proprietary and adaptable software solutions.

• Ensure rigorous data collection and labeling processes.

• Implement ongoing technical support and maintenance plans.

• Train operators for optimal and responsible use.

Conclusion

Artificial intelligence can transform industry, but its real value is achieved through careful and sustainable implementation. At Rosepetal AI, we support each client throughout the process, ensuring AI becomes a tangible and lasting competitive advantage.