Intake Queue

Checks Jessica's inbox and tracks poll/dashboard status: whether a poll has launched (detected via launch email), whether a dashboard ha

Shared internal page replacing the daily 4:30 Poll Check chat paste: one row per active poll in console order, a color badge per poll (dashb

Live web dashboard at ev.coefficient.org tracking 2026 general election early and mail ballots cast, compared side by side with 2024 and 202

Jev is a GPT-family model trained specifically for large-scale calibrated structured output (JSON), not chat or coding. Vendor claims 0% str

v1 web app (Cloudflare Pages + D1, internal-only Google auth, tile on the tools staging hub) that runs the whole TCR registration workflow a

Modeling platform preview: survey in one end, defensible and sized contact universes out the other. Organizes work as modeling projects (cur

Virginia data center audience modeling tool built on the Virginia Data Center poll (March 2024 custom modeling). Users build an audience wit

Live map of the co/efficient AWS (us-east-2) + Cloudflare stack: compute, databases, CDN, object storage, auth, and edge, drawn as C4-style

Employee self-service portal covering benefits, compensation, evaluations, and HR documents. Gives each team member one authenticated place

Turns the post-primary client book into ready-to-send Gmail drafts. Takes the list of clients whose primaries have concluded and generates p

An auth-gated (Google sign-in, @coefficient.org only) sandbox portal on Cloudflare Pages where Ryan and others can build, test, and try out

A web app that serves as the single source of truth for co/efficient's product portfolio. It tracks every product, internal tool, and R&

Automates the flow of opt-outs

Interactive universe-counts explorer clients use to slice their voter universe: exact counts across any combination of demo/geo/turnout filt

The unified environment where the whole stack lives together: the Engine, Mission Control, multiple AI agents with shared memory, and next-g

The methodology AND client-facing representation for how we produce lookalike modeled audience groups: from seed audience to modeled univers

Client-facing campaign management portal concept at cm.coefficient.org: campaign/race views for client teams.

coefficient.org marketing site: political hub, service pages (voter contact, modeling, message testing, polling, tracking), our-work library

Operational dashboard: agent status, project cards (read live from the brain), task management with a two-way action queue and chat dock.

Auth-gated intake form on tools staging that writes structured product/feature submissions straight to the Intake tab of the Product Invento

SvelteKit election-night results app: live results presentation for clients/war rooms.

Real-time audience reaction/sentiment engine for live events: WHIP streaming, speaker quadrant layouts, crew chat, live sentiment capture, p

Internal app surfacing upsell opportunities from existing projects/clients as a worked queue.

One login identity per external client across all CE apps: same client, same credential everywhere, instead of per-app passwords.

Platform for custom-branded constituent action landing pages: AI-personalized messages routed to elected officials by address. The Activate

The reusable block catalog, magic-key password-gate system, D1 registry, and library API behind dashboards.coefficient.org. Distinct from th

Personalized per-district franking plan sales tool for House comms staffers: staffer opens a done plan for their district, Approve Plan emai

Injectable dashboard tool: drops into any custom dashboard that includes an initial ballot