About system8.ai
Built by an operator, not a theorist.
system8.ai exists because the people who know how to do this are not the people writing the frameworks about it.
The Origin
25 years inside the firms that figured out math-driven automation before anyone else did.
Steve Cannon has spent 25 years building the unsexy data and automation infrastructure that lets sophisticated firms act on what their data is telling them. He led data engineering and data science at Interactive Brokers, Two Sigma, AQR, and Abu Dhabi Investment Authority — quant-driven environments where the half-life of a missed signal is measured in basis points, not quarters.
Most recently, Steve was Chief Data Scientist at e-TeleQuote, a Medicare insurance brokerage owned by Primerica (NYSE: PRI). Primerica acquired the business in 2021 for approximately $515M; in 2024, the Board announced an exit, citing structural changes in the senior health market and regulatory uncertainty. The business was divested to GoHealth in September 2024.
Steve’s firsthand experience inside that environment is consistent with what MIT’s 2025 study found at scale: 95% of enterprise GenAI pilots stall before production. The math works. The action doesn’t follow.
This is the gap PE is structurally suited to close. Controlling interest, mandate authority, longer time horizons, and rigorous metrics are exactly the conditions AI needs to translate analysis into operating decisions — and exactly what most non-PE environments lack. system8.ai helps PE funds bring those conditions to bear across their portfolios.
What This Means For Your Engagement
A specific shape — and specific commitments.
The team that walks into your portfolio companies isn’t assembled from a list. It’s chosen for the work in front of it.
Trench-work, not slideware.
Every recommendation comes from someone who has actually shipped automation against real P&L — not someone who read about it. The work is real. The expectations are honest.
You work with the person who built the playbook.
Every founding engagement is led personally. No handoffs. No project managers. No junior hours billed against the fund’s investment. The expertise on the ground matches the work in front of it.
Fixers, not advisors.
We understand organizational resistance — what it looks like, why it happens, and how to build the metrics that give leadership the authority to act anyway. That’s the agency problem. Solving it is the job.
Plumbers first.
We build the deep supporting systems — data engineering, orchestration, lineage — that AI sits on top of. The glamorous work comes after the foundation is real.
Direct.
Ready-fire-aim, not analysis-paralysis. We move on the obvious wins first while building toward the bigger ones. The fund doesn’t get surprises buried in a status report.
Transparent about where we are.
system8.ai is in its early engagements. We’re selective about which funds we work with and honest about what that means. If this is the right fit, the conversation will make that clear quickly.
Your Move
If the background resonates and the problem looks familiar, the next step is straightforward.
There’s no pitch deck. No proposal process. Just a direct conversation about what you’re seeing in your portfolio and whether this is the right moment to act.