Building with AI since 2020
Serial entrepreneurs and AI architects deploying production agentic systems inside portfolio companies, growth-stage businesses, and the organizations investors back.
If one team moves faster with AI while the rest of the organization stays the same, gains stay isolated. You get additive improvement, not operating transformation.
Compound value shows up when connected teams all accelerate and remove shared bottlenecks together. The gap between organizations doing that and those running scattered pilots is widening every quarter.
For sponsors managing portfolios, the gap compounds further. A single company's gains stay isolated when there is no system to replicate them across the fund.
We have been working with AI since 2020, starting with machine learning and large-scale data work coming out of financial services. When agentic AI went mainstream in 2023, we went deep — testing every major framework, finding them all deficient, and building our own. Promethia shipped as a production orchestration system months before frontier players launched their own deep research tools.
We have raised capital, built companies, and sold companies. Because we have been on both sides of the table, we understand what operating value looks like when investors are measuring it. When we deploy AI in your organization, we are not handing over a strategy deck. We are building with you the same way we build our own ventures.
We do not advise from the sidelines. We deploy where outcomes are on the line.
Different stages, different stakes, the same posture: we build with you, not from the sidelines.
We deploy production agentic AI inside portfolio companies, with the governance controls sponsors require and the operating cadence funds run on.
See the PE approachWe provide the engineering judgment between a working prototype and a business that can carry weight — for founders building directly on Lovable, Base44, Bubble, Cursor, and the tools that come next.
See how we help foundersWe bring distributed-intelligence systems into financial institutions where competitive insight, compliance, and operating efficiency all have to move at the same time.
See the banking workRemoving the coding bottleneck did not remove the engineering judgment bottleneck. A field guide for founders building directly on Lovable, Base44, Cursor, and what comes next.
Read insightAI is transforming every link in the software development chain — except the one that governs how they connect. When every node compounds, the management cadence becomes the ceiling.
Read insightIn connected workflows, AI performance gains don't accumulate — they multiply. Organizations that achieve compound intelligence across every link operate at a fundamentally different altitude.
Read insightWhether you're deploying AI for the first time or scaling across an organization, we'd like to hear what you're working on.