ConstituencyData is the AI-native campaign platform. Data, donor intelligence, field operations, message AI, legal review, and compliance — built by operators who have run campaigns and stood for office. One platform, every tool a modern campaign needs.https://constituencydata.com/en-ushttps://constituencydata.com/articles/open-voter-data-thesis/https://constituencydata.com/articles/open-voter-data-thesis/The legacy vendor model locks $30,000 behind the same public records a freedom-of-information request can produce. We think that's a structural problem — and this piece lays out the thesis.Wed, 04 Mar 2026 00:00:00 GMTOpen dataopen datathesispolicyConstituencyData Researchhttps://constituencydata.com/articles/donor-propensity-math/https://constituencydata.com/articles/donor-propensity-math/Every donor deserves a two-dimensional score — probability of giving, and expected gift size. Here's how we build it from FEC and state filings, and why most campaigns are calling the wrong people.Fri, 20 Feb 2026 00:00:00 GMTMethodologydonorsFECmodelingmethodologyConstituencyData Researchhttps://constituencydata.com/articles/field-ops-geography/https://constituencydata.com/articles/field-ops-geography/A voter's home address tells you where they sleep. Their business address tells you where they spend Tuesday at 2pm. A smart canvass plan uses both.Fri, 06 Feb 2026 00:00:00 GMTField guidefield operationscanvassingyard signsgeocodingConstituencyData Researchhttps://constituencydata.com/articles/message-stress-testing/https://constituencydata.com/articles/message-stress-testing/Political language is a solved corpus. Training language models on decades of speeches, ads, and mail lets Civitas tell a first-time candidate — before they print 40,000 pieces — exactly how their message will land.Sat, 24 Jan 2026 00:00:00 GMTResearchLLMsmessagingrhetoricmethodologyConstituencyData Researchhttps://constituencydata.com/articles/state-voter-file-legal-guide/https://constituencydata.com/articles/state-voter-file-legal-guide/Every state controls access to its voter file differently. This is a practical, non-lawyerly walk-through of what campaigns can and can't do with the data — and how Civitas enforces the rules at query time.Fri, 09 Jan 2026 00:00:00 GMTPolicylegalcompliancevoter filepolicyConstituencyData Researchhttps://constituencydata.com/articles/civitas-beta-launch/https://constituencydata.com/articles/civitas-beta-launch/Civitas is an AI-native constituency intelligence workspace — chat over voter data, donor scoring, smart field routing, and message stress testing, all in one browser tab. Here's how to think about it, and how to get in.Fri, 12 Dec 2025 00:00:00 GMTProductCivitasproductlaunchConstituencyData Researchhttps://constituencydata.com/articles/fec-weekly-methodology/https://constituencydata.com/articles/fec-weekly-methodology/The FEC data pipeline inside ConstituencyData: ingestion, deduplication, entity resolution, and why we rebuild it every week instead of patching.Fri, 21 Nov 2025 00:00:00 GMTMethodologyFECpipelinemethodologyengineeringConstituencyData Research