For Investment Managers
We build the intelligence
of investment firms.
Every fund now runs the same AI models — access is no longer edge. Your edge is your own judgment: how you read the market, what you weight, what you ignore. We encode it into a system your firm owns — and run it so it gets measurably better every month.
Every vendor sells you access to intelligence. None of it is yours — and it leaves when the contract does.
What you end up with
One firm brain — and every seat gets its own slice of it.
Your research, notes, and news flow accumulate into memory the firm owns, with every PM and analyst working through their own personalized view of it. It lives in your tenant. It's portable by design — it keeps running if you ever leave.
How you get there
From renting intelligence to owning it — in five stages.
Each stage leaves your firm in a stronger place than the last. You start where it makes sense and go as far as you want.
Your team uses AI properly — and you know exactly where the firm stands.
We start with a diagnosis: your data readiness, your workflows, and an honest one-to-ten baseline. Your people leave using these tools the way the best desks do.
Your research, notes, email, and sell-side become intelligence you own.
Your data foundation — a data lake in your own tenant, on AWS or Azure — indexed and searchable. It accumulates as the desk does its job. Nothing leaves your environment.
Agents do real jobs through your firm's own lens.
Managed AI agents run the workflows your team shouldn't be doing by hand — built around how you read the market, not a generic feed. Two firms running the same agent get two different results.
See what the hands can doThe output gets measurably sharper every month.
Your team rates what the agents produce; that feedback is weighted by your own judgment ladder, promoted into rules, and evaluated against a baseline — improvement with evidence, not hosting.
Your firm's judgment, in intelligence you hold yourself.
Where the path leads: your accumulated lens encoded into models your firm owns outright — the one edge no lab or vendor can sell you. A direction we build toward with you, on your timeline.
Working today inside real funds.
We run managed agents inside funds from $250M to $3B+ in AUM.
Proof is specificity to your process — one of your workflows, encoded and judged on your own names — not a scale demo.
Why us
We've sat in your seat — and we know what your regulator will ask.
Twenty-five years inside investment management — prop desk, electronic trading, Chief Operating Officer, Chief Risk Officer — plus the governance fluency that lets a regulated firm say yes. Handing an agent the judgment that makes your best people valuable only happens with someone who has done the job. Delivery runs through a dedicated build team under our own IP assignment, so capacity scales without diluting the bar.
Institutions we've worked across
Where's your firm on the one‑to‑ten?
The top quant shops are an eight. Most funds we meet are a two. Thirty minutes and we'll tell you honestly where you stand — and what owning your intelligence would take.