About Infinidatum

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About Infinidatum

Infinidatum was created in response to a recurring pattern observed across AI adoption efforts: decisions are made faster than they can be explained.

As AI systems increasingly influence business outcomes, organizations struggle not with model accuracy, but with justification, accountability, and traceability.

This exists to study that gap and build open tools that help close it.

It is stewarded independently and operates without commercial incentive, allowing its work to remain exploratory, critical, and transparent.

About the Steward

Infinidatum is stewarded by Durai Rajamanickam, who is committed to making AI decision-making tools accessible to all organizations, regardless of their ability to pay for consulting services.

As the steward, Durai ensures that Infinidatum remains independent, non-commercial, and focused on building free tools that help organizations reason about AI-driven business decisions with clarity, accountability, and evidence.

The stewardship model ensures that all tools and research remain freely accessible, without gated access, data sales, or commercial incentives that could compromise the integrity of the work.

Author Bio

Durai Rajamanickam is an AI & Data Science Executive with 20+ years of experience leading enterprise AI transformations across financial services, healthcare, and legal technology sectors.

Currently pursuing a PhD in Causal Machine Learning, Durai specializes in AI ROI and governance frameworks for regulated industries. His work focuses on building evidence-based frameworks that connect AI investments to measurable business outcomes.

With extensive experience analyzing $500M+ in real-world AI deployments, Durai has observed the patterns that separate successful AI initiatives from those that fail to deliver value. This experience directly informs the tools and frameworks available through Infinidatum.

His background includes:

20+ years architecting production AI systems at enterprise scale
Former Enterprise AI Architect and Leader at a leading financial wellness organization
Expertise in RAG systems, multi-agent architectures, and enterprise integration
Author of "The AI Inflection Point" - a guide to evidence-based AI decision-making
Specialization in regulated industries: financial services, healthcare, and life sciences
Focus on responsible AI, governance, and evidence-based ROI frameworks

Contact: durai@infinidatum.net • LinkedIn

The Book

The AI Inflection Point - Volume 1: Financial Services

Evidence-based analysis of $500M+ in production AI deployments, showing how real organizations justified AI budgets, managed risk, and measured ROI from 2.56× to 17×.

•Seven real deployments across financial services and adjacent sectors.
•Practical ROI, risk, and governance frameworks mirrored in the tools.
•Language that works with boards, regulators, and finance teams.

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How the book and tools fit together →

Citation

Infinidatum is an independent, non-commercial research initiative building free tools to help organizations reason about AI-driven business decisions with clarity, accountability, and evidence.

How to Cite This

Infinidatum. (2025). Free AI ROI Calculator & decision tools for leaders. Evidence-based, no signup.. Retrieved from https://infinidatum.com

Clarity Statement

Infinidatum does not offer consulting services.

All tools are provided freely in the public interest.

No user data is sold or retained.

How to Contribute

Infinidatum is a community-driven platform. There are many ways you can contribute to make these tools better for everyone.

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Financial Contributions

Support the ongoing development and maintenance of free tools through donations or by purchasing the book.

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Feedback and Bug Reports

Report issues, suggest improvements, or share your experience using the tools.

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Content Contributions

Share case studies, use cases, or insights that could benefit the community.

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Testing and Quality Assurance

Help test new features and provide feedback on usability and accuracy.

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Ideas and Suggestions

Propose new tools, features, or improvements that could help organizations make better AI decisions.

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Explore the Tools

All tools are provided freely, without gated access or upsell.

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