We help PE firms and their portfolio companies find where AI creates value—and ship it to production.
- AI Audit—Identify where AI drives revenue and cuts costs across your platform and operations
- AI Diligence—Evaluate AI risks, opportunities, and technical readiness to inform the deal
- Implementation—Hands-on development that delivers production-ready AI systems
- Training—Make your engineering team more effective at shipping with Agent-First Software Engineering
Background
Our founder spent over a decade building AI systems that scale. As an early engineer at two acquired AI companies, he learned what works (and what doesn't) when shipping AI to production:
- Drift: Conversational AI for marketing and sales (acquired by Vista Equity Partners for $1.2B)
- Kensho: AI for financial services (acquired by S&P Global for $550M)





Testimonials
“Vignesh has transformed our engineering team's relationship with AI development. Working across our entire organization, from individual contributors to leadership, he's delivered both immediate tactical wins and long-term strategic capability building. This engagement exemplifies how external AI expertise should work - practical, results-driven, and immediately applicable to our business goals.”
“Vig came highly recommended from former teammates and execs I trusted and I learned why. Vig understood the balance between building with Agentic AI and helping product teams embed AI in their existing products and teams. He gave an accurate view of what was possible and tradeoffs of time vs. complexity (without AI hype).”
“Vignesh helped our staff engineers build a strong understanding of applied AI and showed them how to use AI tools to speed up development in meaningful ways. He played a key role in shaping our AI roadmap, helping the team get clear on both what to build and how to build it. He also designed the systems that let us run all our models on internal infrastructure, ensuring customer data stays private and secure. His guidance helped us move faster in the near term while laying the groundwork for long-term growth in our AI capabilities.”
“Vignesh quickly understood our team and existing processes, then architected a solution that will serve as the foundation to save significant hours every month on manual work while improving accuracy. He has a strong understanding of where to apply AI. He worked well with the engineers on our team, taking their perspectives into account and working alongside them to develop their understanding of AI and its deployment.”
Interested in working together?
Get in touch →About
We're based in New York, NY. Vignesh grew up in New England and was born near Chennai, India. Nila means moon in Tamil—his sister suggested the name.
Find Vignesh on LinkedIn, X and his personal blog.