Guided Toolkits & Wizards

Interactive decision tools to help determine the right AI approach, engagement model, or research methodology for your context — built on the same evidence-driven logic applied across Dr. Gupta's work.

AI Readiness Self-Assessment

Assess your organisation's readiness for evidence-driven AI in 5 questions.

Interactive

1. How does your organisation currently track performance?

2. How structured is your organisational data?

3. What is your primary goal for AI deployment?

4. Your organisation's current AI capability?

5. Primary domain you want AI to improve?

Discuss This

Engagement Model Selector

Find the right advisory or consulting engagement for your situation in 3 questions.

Interactive

1. What best describes your situation?

2. Your organisation type?

3. Preferred engagement structure?

Start a Conversation

Research Methodology Reference

Click a methodology to see when and how to use it — from RCT to EO analytics.

Reference

Randomized Controlled Trial

Gold standard for causal inference where randomization is feasible

Difference-in-Differences

Pre/post data with a control group — common for policy evaluation

Regression Discontinuity

Treatment assigned at a threshold — exploits sharp cutoffs

Instrumental Variables

Causal ID when randomization is impossible but a valid instrument exists

NLP / Text Analytics

Evidence is in documents, emails, reports, or unstructured text

EO / Geospatial Analysis

Physical-world change or activity is the key evidence source