The Shillong-based startup will use fresh capital to strengthen its agentic assurance platform, expand its India and US teams, and help large enterprises deploy AI agents across critical business workflows.
SHILLONG, India — Enterprise AI startup Shamrock AI has raised $5 million in a seed funding round led by Endiya Partners, with participation from Capria Ventures. The funding will support the company’s product development, talent acquisition, and go-to-market expansion as it seeks to help large enterprises adopt artificial intelligence agents across complex business operations.
Founded in 2026, Shamrock AI is developing an agentic assurance platform designed to address a key challenge in enterprise AI adoption: ensuring that AI agents can operate reliably within intricate business environments. As organisations increasingly explore AI-driven automation, the startup aims to provide the underlying business context, testing capabilities, and validation mechanisms needed to deploy AI agents across mission-critical workflows.
According to the company, the newly raised capital will be directed towards accelerating platform development, expanding its workforce, and strengthening its commercial operations in key markets.
Addressing Enterprise AI Reliability Through Agentic Assurance
While businesses are investing in AI to improve productivity and automate routine activities, deploying AI agents across enterprise systems presents considerable operational challenges. Large organisations typically rely on interconnected applications, extensive data structures, business rules, and customised configurations. Understanding how these elements interact is essential before AI agents can safely execute complex tasks.
Shamrock AI is positioning its platform around this requirement by helping enterprises establish a deeper, continuously updated understanding of their business processes. Rather than treating individual applications and workflows in isolation, the company is building technology designed to connect the various components of an enterprise environment.
At the centre of its platform is an Enterprise Business Knowledge Graph, which links business processes, systems, data, and configurations. This interconnected representation is intended to help the platform understand how an organisation operates and provide the contextual foundation required to test, validate, and support AI-driven activities.
The company’s approach focuses on creating greater visibility into enterprise workflows before and during AI agent deployment. By continuously testing and validating business processes, Shamrock AI aims to help organisations identify potential issues, improve operational reliability, and build confidence in introducing AI agents into business-critical environments.
ERP Transformation Emerges as the Initial Focus
Shamrock AI is initially concentrating on agentic test lifecycle automation for enterprise resource planning (ERP) transformations, including migrations to SAP S/4HANA.
ERP transformation projects are often complex, involving interconnected business functions, customised workflows, and large volumes of operational data. Even relatively small changes to an ERP environment can affect processes across finance, procurement, supply chains, manufacturing, and other departments. Testing these interconnected systems can therefore require significant time and coordination.
Shamrock AI aims to streamline this process by using AI-driven capabilities to continuously test and validate business workflows. Its platform is designed to build a contextual understanding of how business processes function, helping enterprises assess whether their systems continue to operate as expected as they undergo transformation.
The initial focus provides the company with an opportunity to address a specific enterprise requirement while developing the broader technological foundation for its long-term ambitions in autonomous business operations.
Beyond ERP testing, Shamrock AI plans to expand into data observability and autonomous business process automation. These areas could extend the platform’s role from validating enterprise systems to helping organisations monitor data reliability and automate increasingly sophisticated operational workflows.
Serving Large Enterprises Across Critical Industries
Headquartered in Shillong, India, Shamrock AI says it is already serving multiple Fortune 500 companies. Its reported customer base includes a Fortune 100 AI hardware manufacturer and a Fortune 100 healthcare company.
These customer relationships reflect the company’s focus on large organisations where business processes are often highly interconnected and operational reliability is essential. For such enterprises, successful AI adoption requires more than the ability to generate outputs or complete isolated tasks. AI agents must also function within established business rules, interact with existing systems, and respond appropriately to changing operational conditions.
By combining business process mapping with continuous testing and validation, Shamrock AI aims to help organisations establish the foundation for broader AI deployment.
The company’s longer-term objective is to use its understanding of enterprise operations to support reliable AI agents across a wider range of business functions. Its platform is being developed around the idea that AI systems need a structured understanding of the organisation in which they operate to perform effectively in complex enterprise environments.
Funding to Accelerate Product Development and Global Expansion
The $5 million seed round marks an important step in Shamrock AI’s plans to strengthen its technology and expand its market presence. The participation of Endiya Partners and Capria Ventures provides fresh capital as the company looks to develop its platform and build the team required to support enterprise customers.
A significant portion of the expansion will be centred on talent acquisition across India and the United States. Shamrock AI expects approximately 70% to 80% of its workforce to be based in India, reflecting its plans to develop a substantial domestic team while building capabilities to serve international customers.
The company also intends to establish a client-facing team in the US and expand its presence in the Middle East. These moves are expected to support closer engagement with enterprise customers, strengthen commercial relationships, and create opportunities to introduce its technology to additional markets.
As enterprises continue to explore agentic AI, the ability to move from experimentation to dependable production deployment is becoming an important consideration. Shamrock AI is seeking to address this transition by combining enterprise business context, automated testing, and process validation within a unified platform.
Building the Foundation for Enterprise-Scale Agentic AI
Founded by Sarat Addanki, Michael (Mick) Gallagher, and Anuraag Nallapati in 2026, Shamrock AI is entering the enterprise AI market at a time when organisations are increasingly evaluating how autonomous systems can support complex business activities.
The startup’s strategy centres on a fundamental requirement for enterprise automation: AI agents need a reliable understanding of business operations, along with mechanisms to verify that the processes they interact with are functioning correctly.
Its Enterprise Business Knowledge Graph is designed to provide this context by connecting information across enterprise systems and workflows. Through continuous testing and validation, the company aims to turn this contextual understanding into a foundation for more dependable AI-powered operations.
With its latest funding, Shamrock AI plans to deepen its capabilities in ERP transformation testing while expanding into adjacent areas, including data observability and autonomous process automation. Its ability to translate this technology into measurable operational value will be central to its next phase of growth.
As businesses move towards more autonomous operating models, platforms that help establish trust, visibility, and reliability in AI-driven workflows could become an important part of enterprise technology infrastructure. Shamrock AI is positioning itself to participate in this shift by helping large organisations prepare their business processes for the next generation of enterprise AI.
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