Harvest
It crawls and ingests the messy public record - Secretary-of-State feeds, county auditors, election law, the voter file, FEC, radio - and uses AI to read it into clean, queryable data.
The platform · the sausage-maker
The system you
didn't know was
running.
The Apex apps are the tip.
BrainCast, Monroe, Election Night, and the rest are the part you can see. Underneath them is the platform: fifty-two self-hosted services that harvest the data, score the models, and broadcast the result, on their own hardware, around the clock. Built with AI and agents as first-class citizens - and not a single line of hand-written code.
◢ PLATFORMALL SYSTEMS NOMINAL52 SERVICES37 AGENT-READY100% SELF-HOSTEDBARE METAL · NO GPU
01 · The loop
Harvest. Reason. Broadcast.
One loop, run continuously. The platform turns the raw public record into a live answer on a screen, then keeps it true as the world changes.
Reason
It fuses everything into one federated catalog (Fabric) and scores it against custom models: turnout, performance, victory probability. The data joins across sources nothing else keeps in one place.
Broadcast
It renders the answer into broadcast-quality boards and casts them to screens, kiosks, and live streams, then keeps them current on a schedule, with no one in the loop.
02 · The depth
Fifty-two services. Five layers.
Every Apex app rides the same spine. Most of these speak MCP, so an agent can drive them directly. None of it runs on a cloud meter.
52
services
5
layers
37
agent-ready (MCP)
100%
self-hosted
07
AI & Intelligence
Orchestration, memory, document understanding, and generation - the layer that reads, writes, and reasons.
12
Data & Analytics
Voter analysis, districts, geocoding, ETL, storage - the shared data platform everything else stands on.
06
Communication
SMS, email, WhatsApp, webhooks, short links - every channel a campaign talks through, as an API.
15
Infrastructure
Auth, tenancy, monitoring, scheduling, the mesh - the self-hosted plumbing that keeps 50+ services honest.
12
Business
The CRM, canvassing, radio buying, donations, workflow - the tools campaign staff actually open every day.
03 · The constraints
Built on a gaming PC. No GPU. No cloud.
The whole platform runs inside deliberately ordinary limits - so it can run anywhere, even air-gapped. Every constraint was a goal, and every goal was met.
Bare metal
locally hosted, open-source, first-principles
No GPU
a basic gaming PC + off-the-shelf router
Air-gappable
a shared backend adds VPN, GPU, and backups
0 lines
not one line of hand-written code
See what the platform built.
The finished products - broadcast, chat, search, election night, intelligence - are where the platform leaves the server.