Privaclave Inc.

03/27/2026

Recorded this on Day 3 at RSAC. It took me a couple of days after that to actually find the time to post amidst meetings, after-parties😜, catching up with old colleagues and friends, and everything else.

There’s strong momentum around AI security. And the energy across the expo floor made that very clear.

A few patterns stood out.

AI SOC dominated…focused on faster detection, triaging, and prioritization of risk at scale.

Identity was front and center, especially around managing non-human identities, copilots, and agents inheriting user privileges.

And on the data side, the emphasis remained on DSPM, DLP, and traditional approaches to tokenization and encryption.

All important areas.
All seeing significant investments.

But the overall approach still feels anchored in visibility, access control, and after-the-fact response, while the nature of risk is becoming more dynamic with AI.

AI is changing how data is used. That shift will require a different approach to protection.

Sharing a short video with some observations from the RSA floor.

02/26/2026

AI Agents! AI Assistants & Copilots! LLM/SLM Workflows!

Applications are no longer deterministic and data flows are not static - they are dynamic and on the move. Constantly.

Yet most data security solutions are still:
• Policy-driven
• Pre-programmed
• SDK-dependent
• Point-in-time

That model breaks in an agentic world.

🚀 Introducing the Industry’s First Automated, Runtime, Context-Aware Data Sanitization Platform

Privaclave.AI:

✔ Understands identity
✔ Interprets context
✔ Analyzes intent
✔ Classifies sensitive data in real time
✔ Automatically sanitizes before exposure

No agents.
No application code changes.
No SDK integrations.
No workflow disruption.

Just intelligent, runtime data protection across:

• Data stores
• Application servers
• Enterprise users
• AI agents & copilots

In an agentic world, data security cannot be pre-wired months in advance.
It must learn, reason, and act at runtime.

That’s what Privaclave.AI was built to do.

Book a demo to see it live in action👇
https://calendly.com/sid-dutta/30min

02/18/2026

For decades, has been a static, pre-programmed, a.k.a "dumb" control.

- Months of upfront effort.
- Hard-coded rules and schemas.
- SDKs to embed.
- APIs developers must explicitly invoke.

That model worked when applications were predictable. Actually, didnt scale even then. But, it breaks in the era.

Today, and reason over data, share with other agents, and adapt dynamically. Data flows across , , tools, and users in ways that cannot be pre-wired into code.

In an world, data cannot be pre-wired in advance. It must , , and at .

That’s where Privaclave.AI™ comes in. Privaclave is the industry’s first context-driven, intelligent data protection platform, dynamically data as it flows across AI , copilots, and agents, before it’s exposed to users, models, or other entities.

No SDKs.
No code changes.
No static assumptions.

Static tokenization secured (at least tried to) yesterday’s applications.
Runtime reasoning secures AI.

01/28/2026

📄 Whitepaper: 👉 https://lnkd.in/gE237NK8

This is not a hit piece. It’s not vendor bashing. It’s not fear-driven marketing.

It’s an honest reflection of my decade-long, real world experience of building, running, and fixing enterprise data protection programs, and trying just about every category of tool in the market (including leading product for one of them).

This paper doesn’t prescribe fear. It doesn’t claim silver bullets either.

If you are responsible for data security, privacy, or AI risk and you have ever felt that quiet disconnect between effort and outcome, this may resonate. You can Agree with it, or Agree to Disagree with it 😊 But nevertheless, would love to get your feedback, comments, thoughts, and PoVs.

12/25/2025

✨ Happy Holidays from Privaclave! ✨
Here’s to joy, celebration, and keeping data safe, today and always. 🔐🎄

12/02/2025

🇮🇳 Excited to share that I will be attending Data Security Council of India (DSCI) Annual Information Security Summit (AISS) 2025!

Looking forward to connecting with CISOs and Cybersecurity leaders, CDOs & Data leaders, data protection experts and innovators driving India’s digital trust ecosystem forward.

With the DPDP Act going into effect, every organization in India is navigating new responsibilities, and especially with bar being raised higher with AI adoption.

At Privaclave.AI, we are making compliance easier, faster, and truly scalable - protecting sensitive data in-flight across applications, APIs, data pipelines and AI/LLMs without code changes, agent installs, or disruption.

If you are attending AISS 2025 and want to explore how to:
🔐 Accelerate DPDP compliance
⚡ Protect PII/PHI/PCI in real time
🧠 Enable safe AI adoption without slowing innovation
- I would love to meet and exchange ideas.

Let’s collaborate to build a smarter and more secure digital India. 🤝

10/27/2025

🎉 DSPM + Privaclave = From Discovery to Defense. The Better Together Story!!

Privaclave.AI is excited to announce our integration with Microsoft , bringing together the power of and in one seamless workflow. Read the article in comments.

08/28/2025

Runtime or Run Behind – Why Data Security Needs a Paradigm Shift (Part 1)

Watch the Black Hat 2025 Privaclave Inc.Session as Siddhartha Dutta, a seasoned security practitioner with over a decade of experience safeguarding data for some of the world's leading corporations, shared his PoV.

🔍 Exploring:
- Debunking myths.
- Challenging outdated, ineffective, and sometimes misguided approaches prevalent in the industry, often driven by hype and conformity.

⚠️ Brace for potential disagreement from and enthusiasts 😜

No sugar-coating, just raw insights.

08/08/2025

08/01/2025

Look forward to seeing all , , and at next week. Don’t forget to visit Privaclave.AI booth #6823 and attend the on Aug 6, at 2:40 PM, to witness a new paradigm shift in data security that forces you to your and potentially your in the age of . It’s the of .

07/22/2025