The investment thesis
Models became commodities. Memory did not.
Frontier model capability is available to everyone and improves on someone else's balance sheet. The durable, differentiated layer is the one that knows the person, and no model vendor can own it without owning the person's trust. That layer is Cortex Engine.
The problem
One buyer situation, repeated across the economy.
When people leave, what they know leaves with them, and they never got to keep it either. Every tool sold to fix it watches the individual for the institution, and people starve the watchers of the very signal they need. The category fails on trust.
Clinical
The nurse
Who holds the unit together. Replacing one runs $52k–61k [verify].
Wealth
The advisor
Retiring with twenty years of client judgment the firm cannot keep.
Public
The caseworker
Whose departure orphans dozens of family histories.
Trades
The lineman
Whose head is the manual, retiring in a silver tsunami.
The insight
Issue the memory to the person, not the platform.
The individual gets a companion they own; the institution buys the weather, plus the handoff a departing person chooses to leave. The buying motion already exists: institutions pay per seat for assistance programs they cannot see into, applied to crisis. This is the same motion applied to capability.
The person owns
The memory
A private companion holding their whole arc, sealed and encrypted, portable at the end. Switching cost compounds every week a seat is live.
The sponsor buys
The outcomes
Retention, capacity, and succession continuity. Capacity from the weather station, k-anonymous aggregate with structurally no path to an individual. Continuity from the handoff, authored and controlled by the departing person.
- ~$1T / yr
- lost to voluntary turnover in the US; replacing one person runs 0.5 to 2 times their annual salary (Gallup, 2019).
- Detectable early
- burnout is now a WHO-recognized occupational condition, readable in aggregate signal weeks before people leave (WHO, 2019).
- $3.7B → $9.9B
- the workforce-analytics market from 2024 to 2031, growing in the low teens (The Insight Partners, 2024).
Proof and moat
Three deployments. Each a configuration, not a rebuild.
Cortex
Individuals
Sealed per-user memory proven end to end, external users onboarded.
Grant Engine
Nonprofits
Human-approval trust layer shipped, three design partners engaged.
Cortex for Campus
Higher ed
Pilot proposal in front of a state university now.
Why they cannot copy it
Model providers ship memory captive to their model and their business needs to see the data. Retention incumbents are built on watching individuals for the institution. To copy the estate split, either would have to break the business model that funds them. The trust position is structural, not a feature.
The model
Build once. Configure per vertical. Operate end to end.
Seats
Recurring
Sponsor pays per person per year. Scales with headcount, compounds with retention.
Configuration
One-time
Standing up the vertical: connectors, scoping, integration. A paid gate, written once, re-run.
Operation
Recurring
We deploy, monitor, and maintain. In regulated institutions this is why procurement says yes.
The raise
A seed round to industrialize the machine.
One founder and an AI-native build system stood up three vertical deployments, the security architecture, and this design language. The round retires key-person risk and turns replication speed into paying scale.
- Team
- Senior engineering to harden the engine and build the structural-privacy layer; deployment engineering to run pilots; institutional sales for the warm channels.
- Compliance
- SOC 2, penetration testing, and per-vertical counsel: the spine that institutional checks require.
- Milestones
- Cortex for Campus landed as the first beachhead, co-developed with a design-partner university, a named pipeline at coverage, two full cycles of outcome data, and the weather station shipped as product.
The vision
Every working person issued their own memory.
The institution funds it. The person owns it. The judgment that used to walk out the door compounds instead, for an entire career, from first semester to last shift.