We Build AI That Understands Causality
Tattva Twins was founded on a simple belief: manufacturing AI should explain why things happen, not just that they happen. We build Causal Digital Twin platforms that transform how industrial enterprises understand and optimize their operations.
Our Vision
A world where every industrial machine operates at its theoretical optimum — guided by AI that understands causality.
Our Mission
Deliver Causal Digital Twin-as-a-Service that gives manufacturers root cause clarity, prescriptive intelligence, and autonomous optimization in weeks — not years.
Where We Are
Headquartered at NASSCOM CoE — IoT & AI Hub in Bangalore, India, with deployments across India, Southeast Asia, and Europe.
Built by Leaders Who Saw the Gap Between Data and Decisions
Indranil Mukherjee spent two decades in enterprise technology strategy, watching manufacturers drown in dashboards that showed what was happening but never explained why. Across steel, pharma, automotive, and chemicals, the pattern was identical: predictive models flagged anomalies, operations teams scrambled, and root causes remained buried in disconnected data silos.
The insight behind Tattva Twins came from asking a simple question: what if industrial AI didn't just predict failures, but could explain the causal chain behind them? What if a digital twin could trace a quality deviation back to the exact combination of temperature, pressure, and raw material variance that triggered it — and prescribe the precise intervention to fix it?
To make that vision real, Indranil brought together Sutirtha Bhattacharya, whose 20+ years in designing complex visual systems made explainable AI actually explainable — and Dhrubajyoti Biswas, whose 25 years of enterprise architecture expertise built the robust technical backbone that turns causal models into production-grade decision systems. Together, they founded Tattva Twins — named after the Sanskrit word Tattva, meaning fundamental truth or reality — to build digital twins that reveal the fundamental causal truth of industrial processes.
What We Stand For
Four principles that guide every product decision, every customer engagement, and every line of code we write.
Causality Over Correlation
We build systems that understand why things happen — not just that they happen. Every insight we deliver has a causal chain you can audit and trust.
Explainability by Design
Black-box AI has no place in industrial operations where decisions affect safety, quality, and livelihoods. Every Tattva Twins prescription includes a human-readable causal explanation.
ROI Before Relationship
Our Rapid Causal Discovery engagement delivers a quantified ROI projection before any subscription commitment. We earn the relationship by proving value first.
Partners in Operations
We don't sell software and walk away. Our customer success team embeds with your operations and maintenance teams to ensure every insight translates into measurable impact.
Our Mission
Tattva Twins exists to accelerate the transition toward intelligent, autonomous, and sustainable manufacturing by combining Causal AI, Digital Twins, Industrial IoT, and operational intelligence into a unified decision-making platform.
Our mission is to empower manufacturers with real-time visibility, predictive intelligence, and autonomous operational capabilities that reduce downtime, optimize efficiency, improve resilience, and unlock the next generation of industrial innovation.
Built by Industrial AI Veterans
Our founding team combines deep causal AI research with decades of hands-on industrial operations experience.
Ready to Work Together?
Whether you want to explore a pilot, discuss your use case, or join our team — we would love to hear from you.