Municue
Entity Intelligence

Track every person, organization, and project across city government.

The same developer, contractor, or council member shows up across different meetings, committees, and years. Municue identifies every entity mentioned in municipal proceedings and builds cross-referenced profiles with activity timelines and financial involvement.

People

Council members, city staff, applicants, public speakers

Organizations

Agencies, companies, nonprofits, law firms

Projects

Capital projects, initiatives, programs

Departments

City departments, divisions, boards

How Entity Tracking works

01

Identify entities

AI reads every agenda item and press release, extracting names of people, organizations, departments, and projects.

02

Classify and deduplicate

Entities are typed (person, org, department, project), merged across name variations, and linked to their mentions.

03

Build timelines

Every entity gets an activity timeline showing where they appeared, in which committees, and with what financial amounts.

04

Map relationships

Entities that co-occur in the same agenda items are linked. See who works with whom and on which topics.

The entity database

Real numbers from Dallas, TX — growing with every meeting.

1,040+

Entities tracked

Across Dallas

4

Entity types

People, Orgs, Projects, Depts

110+

Meetings cross-referenced

Activity timelines

8,500+

Monthly searches

For tracked entity names

What you can do with entity data

Due diligence

Search for a developer, contractor, or firm before a deal. See their full municipal activity history, financial involvement, and which committees they've appeared before.

Lobbying intelligence

Track council members' meeting appearances, committee assignments, and vote patterns. Understand who champions which issues.

Investigative journalism

Follow entity relationships across time. See which organizations repeatedly appear together, who receives the largest contracts, and where money flows.

Project monitoring

Track capital projects from proposal through approval to implementation. See every meeting where a project was discussed and every financial authorization.

Explore real entity profiles

Browse 1,040+ tracked entities in Dallas — people, organizations, departments, and projects with full activity timelines.