Sandipan is Co-Founder and Chairman of the

Esper Group of Companies

A Community of Leaders

Relationships, knowledge and experience, advanced technology, inclusivity and positivity, inspirational and aspirational, service in tough environments, making a difference where it counts - principles driving the community

Hypothesis

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The Technology Platform

AI technology that stacks knowledge, heuristics, neuro-symbolic reasoning with guardrails, verification, policy enforcement, explainability, and audit trails working together to solve real-world problems - such as disparate and unstructured data sources, gathering data with AI spiders, conducting sparse anomaly detection, driving knowledge-driven recommenders, for solutions that work at scale

Capabilities

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Extending its Applicability

Esper’s fnFM™ platform is designed to turn repeatable intelligence into deployable product - and products into outcome-driven solutions. A shared set of platform services (data foundation, model and feature management, governance, observability, and feedback loops) enables teams to assemble agents, workflows, and decision logic into reusable business products that can be applied across multiple domains. Execution combines deterministic expertise (rules, heuristics, controls) with AI models, then uses a meta-model to arbitrate, validate, and produce a single trusted response with traceability. The result is a consistent end-to-end pattern - from UI to automation to human review when needed - that scales across use cases without sacrificing auditability or operational rigor.

Architecture

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Making a Difference in Multiple Verticals

The fnFM™ platform provides shared foundations - data fabric, model fabric, decision and orchestration engines, and a trust layer - so common capabilities can be built once and reused safely. On top of that foundation, Esper packages reusable business products (intelligence, optimization, automation, and domain products) that can be configured and combined to address different operational needs. Those products then roll up into industry solutions across healthcare, life sciences, insurance, retail/CPG, industrial and supply chain, enterprise IT/security, and education. The result is a tiered model where learnings and improvements flow back into the platform, enabling faster delivery, lower marginal cost per new use case, and consistent governance across every vertical.

Industries

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Effortless Access to the Tech

A no-code / low-code Functional Foundation Model® IDE for both automation practitioners and subject matter experts 

PiStudio

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Patented Methods & Systems

The Functional Foundation Model® - Allowed claims protect a hybrid architecture that combines domain knowledge, rules, graph relationships, machine learning, explainability, and feedback loops to produce trusted automated decisions

Patent

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Transformational Solutions

Strategic consulting, large system transformation, modernization and cloud activation, verification and validation, automation-assisted operational hardening, compliance and quality

Services

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