about numberz
Our Approach to
Production Intelligence
Our Approach to
Production Intelligence
Our Approach
to Production
Intelligence
At Numberz.ai, we build intelligence systems designed to work in real operational
environments where correctness, accountability, and trust are essential.
At Numberz.ai, we build intelligence systems designed to work in real operational
environments where correctness, accountability, and trust are essential.
Numberz.ai builds domain-intelligent AI that helps experts reason across complex documents, live enterprise systems, and fragmented data.



Why We Exist
Bridging the gap
between experimentation
and operational use.
Bridging the gap
between experimentation
and operational use.
"Our focus is not experimentation.
Our focus is dependable intelligence where decisions matter."
Information lives across documents, databases, and live systems.
Organizations today operate in environments where decisions are complex, regulated, and high consequence. Critical information is often fragmented across documents, enterprise systems, policies, and operational workflows.
While AI technologies have advanced rapidly, many systems remain built for demonstrations rather than operational use. They perform well in controlled scenarios but struggle when exposed to real-world complexity.
Numberz.ai exists to bridge this gap by building intelligence systems designed to function reliably in production, helping organizations reason across complex information while maintaining control.
Workflow Adaptation
Strengthening experts through domain-aware reasoning.
Strengthening experts through domain-aware reasoning.
ACM Presents:
The Middle Path in Enterprise AI
We believe intelligence systems should strengthen expert decision-making rather than replace it. Real-world decisions require context, domain understanding, and accountability.
Contextual Awareness
Systems that combine deterministic logic with domain reasoning.
Systems that combine deterministic logic with domain reasoning.
Operational Fit
Built to integrate naturally into existing enterprise workflows.
Built to integrate naturally into existing enterprise workflows.
Continuous Performance
Infrastructure that evolves with policies and data environments.
Infrastructure that evolves with policies and data environments.

Partners & Collaborators
Built for
High-Consequence Scale
We work with organizations where correctness and accountability are critical.
Enterprises
Building internal intelligence and decision-support platforms for highly regulated operations.
Platform Firms
Services and technology partners delivering production-grade intelligence systems to their customers.
Market Leaders
Startups and incumbents operating in domain-heavy and regulated markets needing dependable AI.
Designed to function reliably in real-world environments.

Partners & Collaborators
Built for
High-Consequence Scale
We work with organizations where correctness and accountability are critical.
Enterprises
Building internal intelligence and decision-support platforms for highly regulated operations.
Platform Firms
Services and technology partners delivering production-grade intelligence systems to their customers.
Market Leaders
Startups and incumbents operating in domain-heavy and regulated markets needing dependable AI.
Designed to function reliably in real-world environments.

Partners & Collaborators
How Numberz
Builds AI
We work with organizations where correctness and accountability are critical.
Enterprises
Building internal intelligence and decision-support platforms for highly regulated operations.
Platform Firms
Services and technology partners delivering production-grade intelligence systems to their customers.
Market Leaders
Startups and incumbents operating in domain-heavy and regulated markets needing dependable AI.
Designed to function reliably in real-world environments.
The Team
Engineering beyond
Engineering beyond
Engineering beyond
experimentation
experimentation
experimentation
Numberz.ai is built by a multidisciplinary team combining expertise in AI systems, enterprise platforms, and domain-focused product development.
Numberz.ai is built by a multidisciplinary team combining expertise in AI systems, enterprise platforms, and domain-focused product development.
Leadership
Tricha Anjali
Tricha Anjali
CO-Founder & CEO
IIT Bombay, PhD Georgia Tech,
Ex-Head of Data Science Actyv.ai
Academic Leader (IITs, IIITB, Upgrad), GenAI leader



Agent & LLM systems design with production constraints
Evaluation, safety & governance patterns for enterprise AI
Works across tiers: platform, retrieval, routing, and apps



Raghu Venkat
Raghu Venkat
CO-Founder
IIT Madras, IIT Chicago,
Scaled Evive ($43M funding from SGEP, acquired by bSwift),
Actyv.ai ($12 million raised,exited)



Turns domain pain into workflows users adopt
Enterprise delivery discipline: security, cost, reliability
Partners closely with customer AI and data teams



Team Members

Afras Ali
Founding Engineer

Afras Ali
Founding Engineer

Afras Ali
Founding Engineer

Mohan Chinnasamy
Founding Engineer

Mohan Chinnasamy
Founding Engineer

Mohan Chinnasamy
Founding Engineer

Stephen Prakash
Founding Engineer

Stephen Prakash
Founding Engineer

Stephen Prakash
Founding Engineer

Aravinth V
Founding Engineer

Aravinth V
Founding Engineer

Aravinth V
Founding Engineer

Suryakant Chandrakar
Founding Engineer

Suryakant Chandrakar
Founding Engineer

Suryakant Chandrakar
Founding Engineer

Praveen Chinnasamy
Software Engineer

Praveen Chinnasamy
Software Engineer

Praveen Chinnasamy
Software Engineer

Nagaraj M
AI Security Engineer

Nagaraj M
AI Security Engineer

Nagaraj M
AI Security Engineer

Aslin D
Business Analyst

Aslin D
Business Analyst

Aslin D
Business Analyst

Siddheshwar C
Product Designer

Siddheshwar C
Product Designer

Siddheshwar C
Product Designer

Anusha SV
Software Engineer

Anusha SV
Software Engineer

Anusha SV
Software Engineer
Together, the team works closely with enterprise partners and domain experts to build
intelligence systems that support real decisions in production environments.

Looking Ahead
Building the infrastructure
experts trust when decisions matter.
As organizations move from AI experimentation toward operational intelligence, the demand for reliable, traceable, and production-ready systems continues to grow.

Start a Conversation

Looking Ahead
Building the infrastructure
experts trust when decisions matter.
As organizations move from AI experimentation toward operational intelligence, the demand for reliable, traceable, and production-ready systems continues to grow.

Start a Conversation

Looking Ahead
Building the infrastructure
experts trust when decisions matter.
As organizations move from AI experimentation toward operational intelligence, the demand for reliable, traceable, and production-ready systems continues to grow.

Start a Conversation

Building domain-intelligent AI for high-stakes
decisions. Engineered for correctness, reliability, and technical precision.
Navigation
location
Headquarter
Thrive, 44 Milton Ave,
Alpharetta, GA 30009,
United States
R&D Labs
643 80 Feet Road, Koramangala, Bengaluru South, Karnataka 560034, India
© 2026 Numberz.ai

Building domain-intelligent AI for high-stakes
decisions. Engineered for correctness, reliability, and technical precision.
Navigation
location
Headquarter
Thrive, 44 Milton Ave,
Alpharetta, GA 30009,
United States
R&D Labs
643 80 Feet Road, Koramangala, Bengaluru South, Karnataka 560034, India
© 2026 Numberz.ai
Building domain-intelligent AI for high-stakes
decisions. Engineered for correctness, reliability, and technical precision.
Navigation
location
Headquarter
Thrive, 44 Milton Ave,
Alpharetta, GA 30009,
United States
R&D Labs
643 80 Feet Road, Koramangala, Bengaluru South, Karnataka 560034, India
© 2026 Numberz.ai
