AI Applications & Solutions Engineering

Maintenance & Optimisation

Maintenance & optimisation for lasting performance. Monitor, tune and evolve your AI systems over time.

Why maintenance & optimisation matters

AI systems are living products. Models drift, data changes and user expectations evolve.

Without proper maintenance, performance degrades and new issues emerge. Ongoing monitoring and optimisation ensure your AI applications remain accurate, efficient and secure, delivering sustained value to your organisation.

Martin Sandhu – Digital Innovation & Consultancy

What I offer

I help founders and teams move from early-stage ideas to market-ready AI and Web3 products — combining strategic clarity with hands-on build and launch support.

Performance monitoring

Implement dashboards and automated checks to track model accuracy, system health and user engagement.

Model tuning & retraining

Regularly update models with new data, adjust parameters and retrain to maintain relevance and minimise bias.

Lifecycle management & support

Provide updates, security patches and technical support, ensuring compliance and reliable operation.

My process

A lean, flexible approach built to move fast — from idea to live product.

Monitor

Track key metrics and log events to detect performance issues or anomalies early.

Analyse

Investigate root causes, assess the need for retraining or infrastructure adjustments.

Improve

Apply updates, retrain models and refine processes, communicating changes to stakeholders and documenting best practices.

Martin has been amazing in the early stages of our business to help to bring us to market. His experience and knowledge within the start-up world has been so beneficial to ensure that we are on the right track.

Nicola Gunby

Co-founder at CLIQ

Who I work with

Organisations running AI solutions in production who want to ensure longevity and reliability.

Perfect for teams without dedicated AI ops resources but who need expert support.

Kill bad ideas fast: the 5-step AI validation framework for founders

Recent blogs

Insights

Stay ahead of the curve with fresh thinking from the field.

Martin has some incredible offerings, which are easy to understand and deliver exactly what they say on the tin … well executed, professionally managed and yielded results which have been a transformational step for two separate start-ups.

Paul Saxton

Co-Founder & CTO at 5Y

Contact

Book a call

Ready to future‑proof your AI?

Book a 30‑minute call to find out how proactive maintenance and optimisation can keep your AI solutions performing at their best, or get in touch another way.