Welcome to Incipient.ai
Transforming Data to AI: Where Human Intelligence Meets Artificial Intelligence
At Incipient.ai, we believe in the power of combining human intelligence with artificial intelligence to create transformative solutions. Our mission is to bridge the gap between raw data and actionable AI, unlocking new possibilities for businesses and individuals alike.

Data Strategy

Data Engineering and Management

Innovation and Experimentation
Incipient Offerings
Incipient Offerings
Incipient.ai, a boutique data startup that aims to allow faster and more compliant use cases by leveraging the finest of AI and data capabilities. We are data enthusiasts who prioritize people and have decades of experience with data modernization, monetization, governance, data strategy, compliance, and AI/ML for global financial services firms, including banks. We collaborated extensively with large organizations to solve OCC consent orders, data monetization, and improved total cost of ownership (TCO). We recently built a start-up based on our fundamental values of empathy and putting our customers first, and it has since grown into a multi-million-dollar company that has been acquired by a private equity firm.
DATA STRATEGY
- Assessment of platform - key recommendation on course correction to build compliant & ROI driven platform
- Roadmaps with use cases
- Fit for purpose reference architecture
- Data Modernization Roadmap
- Data Monetization use cases
- Address consent orders / Reg req – OCC
- Controlled & governed ETL pipelines
- Complaint data models which meet use needs
- Tollgates and Review boards
- Data Quality framework & end-end auditability / lineage
- Comprehensive metadata data models
PRODUCT
- Lab to Live – A unique approach from Incipient
- Rapid experimentation of Data Exploration and use case testing
- Sandbox as service
- AI backed Synthetic data for rapid experimentation
- Governed sandboxes as service
- Framework driven by accelerators to quickly provision, parse, map and deploy models with complete auditability and performance
- Data Products
- Bank KPI's as API's
- Golden Book
Execution
- Large scale Enterprise Implementation as per Modernization Roadmap
- Accelerators backed with controls from start auditable Data Platforms
- DevOps approach to ensure minimal code, maintainability, optimal performance and ease of operations
- Design Data Products to provide as services
- Industry Specific Data Models and Reference architecture
- Design Core Building Blocks
- Build Re Usable Common frameworks
Focus areas
Focus Areas
- Data Strategy
- Data Modernization
- Cloud Migration
- Data Technology and Tools Consulting
- Quality Foundations
- Data Products
- Compliance and Regulation
- Leadership and Vision
- Data Literacy and Skill Development
Focus areas
Focus Areas
- Data Strategy
- Data Modernization
- Cloud Migration
- Data Technology and Tools Consulting
- Quality Foundations
- Data Products
- Compliance and Regulation
- Leadership and Vision
- Data Literacy and Skill Development
Who are we?
Who are we ?
Data enthusiasts with a focus on people and decades of expertise working with major corporations in the financial services, insurance, retail, and healthcare sectors on data modernization, monetization, governance, data strategy, compliance, and AI/ML.
Data Strategy
Data Strategy
We develop data strategies for organizations that help them achieve long-term objectives while also realizing short-term, incremental value-driven milestones. Our extensive experience crafting data strategies for top 100 financial services firms ensures we bring the right talent to the table to build strategy in close collaboration with key stakeholders. We facilitate and advance goals related to data and technology modernization, data monetization, governance, and adherence to regulatory and compliance requirements.
Data Platform Assessment
Data Platform Assessment
We deliver a thorough evaluation of an organization’s data infrastructure, tools, and practices. Our main objective is to assess the effectiveness, efficiency, and scalability of the current data environment, ensuring it meets both present and future business needs, including regulatory and compliance requirements. This assessment offers actionable insights that drive strategic improvements in cost optimization, data management processes, control implementation, and operational efficiency. Additionally, it enhances overall business performance by establishing appropriate SLAs/SLOs for data products and platforms. Our hands-on approach enables us to take less of your time and get deep to identify areas of improvement.
Data Governance assessment and Implementation
Data Governance assessment and Implementation
Effective Data Governance assessment and implementation are crucial for managing data assets, ensuring compliance, and achieving business success. By developing a strong governance framework and regularly evaluating its effectiveness, organizations can enhance data quality, minimize risk, and improve operational efficiency, thereby supporting their strategic objectives and meeting regulatory requirements. Our team of experts evaluates your current governance framework and policies and, based on your organization’s size and regulatory needs, provides framework and processes, roadmap with milestone-driven steps to achieve optimal data governance.
Cloud Migration
Cloud Migration
Our thorough assessment of existing data infrastructure, tools, ETL processes, business intelligence systems, and governance practices helps identify areas for improvement. By aligning this assessment with organizational and regulatory goals , we develop a tailored Cloud roadmap that addresses both business and technical objectives. Our bottom-up approach ensures that objectives are mapped to key results, resulting in a consistent and predictable execution plan. We leverage our expertise in creating enterprise reference architectures, selecting technology stacks, and crafting milestone-driven execution roadmaps. Additionally, our use of reusable accelerators and a template-driven execution framework enables faster and more consistent implementation of the cloud roadmap.
Various technology stacks, team dynamics, and business priorities are influenced by factors such as return on investment, total cost of ownership, and regulatory compliance. An architecture guided by a long-term vision and aligned with short-term goals tends to be more effective and adaptable. There is no one-size-fits-all architecture or tech stack. We bring the mix of creating tailored reference architectures that address specific business growth needs and foster employee adaptability to change.

Leadership
Leadership
Entrepreneurs with three decades of expertise, specializing in Fortune 100 organizations, and a core commitment to customer success and empathy. The core team has expertise creating proprietary solutions and services, assisting clients in achieving both speed and quality. Our group has recently made a successful exit from a start-up that it supported from the ground up.
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Farhan Rio,
Agent Manager
Farhan Rio,
Agent Manager
Farhan Rio,
Agent Manager