How It Works
From renting intelligence
to owning it.
A staged path. Each stage leaves your firm with a stronger capability it owns — not a service you rent. Nearly every firm starts at Stage 1; the diagnosis tells us both where you actually are.
The five stages
Read down the left for the state your firm is in at each stage; the notes on the right are for the person who'll ask how it's built.
- 1Literacy
- 2Memory
- 3Hands
- 4Learning
- 5Ownership
Your team uses AI properly — and you know exactly where the firm stands.
We start with an honest diagnosis: your data, workflows, tools, and controls, and where you sit on the one-to-ten — our readiness scale, where the firms setting the pace are an eight and most funds we meet are a two. Your people leave using these tools the way the best desks do — not dabbling, working.
Underneath
A working diagnosis of the firm's AI maturity, plus hands-on enablement. This is the on-ramp — deliberately small and easy to say yes to.
Your research, notes, email, and sell-side become intelligence you own.
The firm's knowledge stops living in inboxes and scattered folders and becomes an owned, indexed foundation — accumulating as a byproduct of the desk doing its job. A firm at a two on data readiness doesn't face a moonshot; it faces a curve that starts the week the first agent runs.
Underneath
Your data foundation — a data lake in your own tenant, on AWS or Azure. Your environment, your entitlements, your access controls. Nothing migrates out.
Agents do real jobs using your firm's own decision rules.
Managed agents run the workflows your team shouldn't be doing by hand — reading the market the way you read it, weighting what you weight, ignoring what you ignore. We make those rules explicit first, so two firms running the same agent end up with two very different implementations.
See the jobs agents doUnderneath
Managed AI agents, each a defined trigger through to a defined output, run and monitored on your behalf. See examples of the jobs firms start with.
The output gets measurably sharper every month.
This is what the ongoing relationship buys — not hosting. Your team rates what the agents produce; that feedback is weighted by your own judgment ladder, promoted into rules, and measured against a baseline. Improvement you can see the evidence for.
Underneath
Evaluations maintained, feedback promoted into rules, models swapped as the frontier moves, costs optimized, and a recurring cadence that surfaces the next use cases.
Your firm's judgment, in intelligence you hold yourself.
A long-term direction, not a service offered today: your accumulated decision rules trained into model weights the firm owns outright. Frontier models become the commodity layer beneath you; the edge is what you've built on top — the one thing no lab or vendor can sell.
Underneath
Fine-tuning on your own firm's judgment. This is a direction, not a shipping product — we'll tell you plainly where the line is today.
Why it compounds instead of stalling
Fed by working, not by migration
The brain accumulates as a byproduct of the desk doing its job — notes, ideas, and news flow deposit upward and are served back down, personalized. You don't stop to build it; it builds while you work.
Everything stays yours
Your data, agents, workflows, and outputs live in your tenant and export as a right, not a favor. The switching cost is your own accumulated judgment — held by you. Sticky and portable at once.
Your tenant — AWS or Azure
Data foundation
Research, notes, email, sell-side
Agents
Running your workflows
The brain
Memory that compounds
Exports as a rightnothing here is held hostage
Altitude
We work inside your walls. We run it — we never hold it.
Why the handover happens with us
Twenty-five years inside investment management — prop desk, electronic trading, Chief Operating Officer, Chief Risk Officer — plus the governance fluency to get a regulated firm to yes. Handing an agent the judgment that makes your best people valuable only happens with someone who has done the job.
Domain first, technology second
We've sat in the seats our clients sit in. The hard part of encoding a firm is understanding the firm — not wiring the model. That's the part we lead with.
Built for what your regulator asks
A former Chief Risk Officer's read on governance, audit, and permissioning — built in from day one, not bolted on. We name the real concern and bound it, no fear-selling.
Never a walled garden
If a design choice trades your portability for our retention, portability wins. Everything runs in your environment and would keep running if you left. We win by making leaving easy.
Capacity without dilution
Delivery runs through a dedicated build team under our own IP assignment. We scale to the work without turning the bar down or turning you into a queue.
Where's your firm on the one‑to‑ten?
The firms setting the pace are an eight. Most funds we meet are a two. Thirty minutes and we'll tell you honestly where you stand — and which stage to start with.