AI policy matters when organisations can use it. GP Associates brings more than 30 years of accounting, auditing, taxation, finance and regulatory experience to questions about markets, institutions and professional work. We would involve technical, legal and sector specialists when needed.
Where We Can Contribute
Five Areas Where Professional Practice Can Inform AI Policy
How We Work Together
Turning Policy Questions Into Usable Evidence
Research and Evidence Notes
Draws FromIndia's AI Capacity and Global PositionAI Markets, Infrastructure and Value Capture
Define the question, test the evidence, state the assumptions and identify matters requiring technical or legal examination.
Consultation and Regulatory-Impact Inputs
Draws FromAI Markets, Infrastructure and Value CaptureResponsible Deployment in Regulated and Professional Work
Prepare submissions that separate evidence from interpretation, explain likely effects, identify implementation requirements and make clear recommendations.
Domain Evaluation and Deployment Studies
Draws FromResponsible Deployment in Regulated and Professional WorkEvaluation and Reliability Beyond Software Engineering
Test AI against real workflows, controls, human oversight and measurable outcomes. Use the findings to inform evaluation standards and deployment guidance.
Institutional and Public-Programme Design
Draws FromIndia's AI Capacity and Global PositionInstitutional and Workforce Transition
Help shape research funding, grant, education and capability initiatives by defining responsibilities, controls, evidence requirements and measures of progress.
Policy Value
What Practice-Informed Collaboration Can Produce
- 01
An Indian AI Strategy Grounded in Access and Use
Enabled ByIndia's AI Capacity and Global Position
Debates on sovereignty, cooperation and public research would remain tied to computing access, institutional readiness and the conditions for Indian firms and public bodies to use AI.
- 02
A Clearer View of AI Markets and Competition
Enabled ByAI Markets, Infrastructure and Value Capture
Analysis would show how capital needs, supplier power, infrastructure concentration, business models and distribution shape competition and determine where value is retained.
- 03
Governance That Regulated Institutions Can Apply
Enabled ByResponsible Deployment in Regulated and Professional Work
Privacy, security, accountability and human-oversight principles would become controls, records and responsibilities that regulated organisations can apply.
- 04
Evaluations Based on Real Professional Work
Enabled ByEvaluation and Reliability Beyond Software Engineering
Evaluations would test useful professional tasks, realistic failure modes and production-level reliability through real workflows.
- 05
Institutions and Professionals Prepared for Specialist AI
Enabled ByInstitutional and Workforce Transition
Professional bodies, academic departments, public programmes and firms would better understand the skills, governance and process changes needed to use specialist AI while retaining human judgement.
Basis of Collaboration. GP Associates would work on a non-partisan basis, separate evidence from interpretation and recommendations, and protect confidential information. Appropriately qualified partners would address technical, legal or jurisdiction-specific questions.