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Hey, I'm Gyanesh Samanta, a Product management professional based out of India, I work at the intersection of Data, Product and AI.

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Gyanesh on ProductMar 6, 20261 min read

Identity as a Product Surface: Where IAM, Data, and User Behavior Converge

YouTube Link for full version: https://youtu.be/x4U3zJl4aRc What we cover: When do you see Identity move from a backend integration to core product strategy? Login friction vs activation rate Role-based access vs feature-tier…

YouTube Link for full version: https://youtu.be/x4U3zJl4aRc

What we cover:

When do you see Identity move from a backend integration to core product strategy?

  • Login friction vs activation rate

  • Role-based access vs feature-tier monetization

  • Identity architecture in multi-tenant SaaS

  • Identity as a competitive differentiator in enterprise sales

  • Build vs buy IAM platforms

Underlying thesis:

The first product experience is authentication. The first trust decision is access control.

How important is Qualitative Research for you? What gets missed when we try to quantify the human research especially in IAM?

  • Trust is the currency in the IAM realm, and it’s not always recorded in quantifiable data.

  • Understanding what kind of research goes before creating a security product.

  • What is the current understanding in India around Security Products beyond enterprise

I want to understand the current security product teams are creating based on what kind of data.

As Data and AI Become Central, Who Controls Identity — and Who Is Accountable?

Core tension:

AI systems act. Identity systems govern. Product teams decide.

Discussion threads:

  • Identity for APIs, services, and AI agents

  • Access control over training data

  • Audit logs and explainability

  • Regulatory pressure (GDPR, consent, data portability)

  • Identity ownership: product, security, or platform?

Strategic framing:

In AI-native products, identity defines accountability.

If an AI makes a decision, whose identity does it carry?

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Originally published on LinkedIn