Specialised in human-centered design and human-computer interaction for explainable AI research & design

Bridging the gap between AI models and behaviour models to deliver explainable AI.

Research and design at


Market size value of over $100 billion


A survey conducted by PWC is 2017 with global CEO found that AI will impact negatively on stakeholder trust levels in their industry in the next five years.


AI Failure rate


Say trust is important in machine learning models. AI should be transparent, intuitive and easy for people to understand and comprehend.

Dr Anandhi Vivek Dhukaram - AI research u0026 design specialist

Why does explainable AI matter? How to achieve explainability or interpretability?

Dr Anandhi Vivek Dhukaram

Although artificial intelligence has gained rapid traction, there is a shockingly low success rate due to various factors. Some of the factors leading to failures is bias, lack of transparency and accountability, making it difficult for the customers to understand and trust the system. Moreover, explainable AI helps you to build responsible AI. Hence much emphasis is made on understanding AI behaviour and designing ML models.

But, achieving explainability does not just only lie in the AI and ML models. We need to understand our customers behaviour to seamlessly integrate ML models with their rationale, goals, needs and wants using a human-centred design and human-computer interaction techniques.

I will help you to design strategy for bridging the gap between ML models and human behaviour models using state-of-the-art human-centered design and human-computer interaction techniques for translating AI and ML models into understandable and useful explanation interfaces for users.

Explainable AI collaboration

I can help you to ensure explainability and interpretability of AI and ML models by simplifying model evaluation using iterative human-centered and human-computer interaction techniques.

My focus areas for explainable AI

I can help you deliver explainable AI in the following solution areas.

Predictive Analytics

Conversational AI

AI Process Automation

NLP & Text Analysis

AI Decision Support

AI Recommenders

Lets get started with Explainable AI

Here is how we can get started to accelerate innovation using human-centred design approaches for delivering explainable AI.

Explainable AI - contact Dr Anandhi

1. Contact me

Tell me about your company, AI model, and what you need to achieve.

Explainable AI - schedule Dr Anandhi

2. Schedule a call

I will be in touch within 48 hours to schedule a call with you for further understanding and discuss.

Explainable AI - collaborate with Dr Anandhi

3. Collaborate

We will collaborate to bridge the gap between AI model and human mental model.

Frequently Asked Questions

What is Explainable AI (XAI)?

Explainable AI focuses on two things: firstly, to produce explainable AI models and secondly to help humans understand and comprehend the outputs and results of AI and ML models/

What are the benefits of Explainable AI
  1. Build trust, accountability and confidence
  2. Achieve ROI
  3. Increase adoption
What locations do you serve?

I have worked for clients in the UK, India, Australia, Canada, Saudi Arabia, Africa, Europe and USA. I am happy to provide consultations remotely or hybrid across the globe.

What industries do you focus?

My focus is on complex systems such as healthcare, financial services, insurance, public sector, retail and education.

Artificial intelligence enquiry

Message me with a brief description of your vision and requirements. I will review your request and get back to you within one business day for a FREE 45-minute consultation. By submitting this form, you agree to receive communications from me, Dr Anandhi Vivek Dhukaram

First Name
Last Name
The form has been submitted successfully!
There has been some error while submitting the form. Please verify all form fields again.

Scroll to Top