Natural-language querying
Ask in plain English; the system writes and runs the query against the right source.
Flagship · 0 SQL required
Federated Chat
Ask your data anything — in plain English.
Federated Chat puts a single chat interface over your whitelisted data sources — voter files, communication events, Airtable, Snowflake, and more. It generates the queries, runs them, and hands back answers. No SQL expertise, no analyst queue, no copy-pasting between tabs.
01 / WHAT IT DOES
The feature set.
Multi-source federation
Voter file, comms events, Airtable, Snowflake — one conversation spans them all.
Whitelisted sources
Every connected source is explicitly whitelisted and scoped to your tenant.
No-SQL answers
Results come back as answers and tables, not query plans — built for organizers, not DBAs.
02 / UNDER THE HOOD
Built on the platform.
Federated Chat is composed from shared platform components — the same ones powering every other flagship, reading the same data spine.
ModelsLoomAI
cbai · MCP
AI API
Unified AI provider — Claude, Ollama, Mistral. Chat completions, embeddings, OCR, summarization, topic extraction, usage tracking.
cbmodels · MCP
Voter Analysis
AI-powered voter segment analysis, behavioral enrichment, campaign data, voter search, and address hygiene.
cbloom
Loom Workspace Builder
Campaign Brain workspace builder for composable data dashboards — the content and narrative engine behind every flagship.
03 / KEEP LOOKING
More from the platform.
See Federated Chat on your data.
A walkthrough takes 30 minutes and runs on your real numbers, not a canned demo.
Book a walkthrough