Follow a scoped Texas policy record from source to advocacy preparation.
Texas Legislature Tracker is a decision-support and advocacy workspace designed to bridge the gap between official state legislative records and frontline policy advocacy. Built around a scoped candidate corpus of Texas legislation focused on survivor safety, domestic violence prevention, and justice reform, the platform ingests official data from OpenStates and Texas Legislature RSS feeds on a scheduled daily cadence.
The system enforces rigorous architectural separation: upstream state filings and companion records remain unalterable; application logic computes deterministic full-text search and similar bill recommendations without generative hallucination; advocacy teams manage private campaigns and priority tags with row-level security; and evidence-gated AI assistants prepare meeting briefs and 3-minute hearing testimony with mandatory human review.
From raw legislative feeds to verified policy action.
ORIGIN & CONTEXT // FOUNDER BRIEF
Executive Narrative // Origin
Legislative tracking in state capitols often fails at the seams between raw bill filings, committee movements, and the advocacy work needed to respond. Public legislative portals show what was filed and when hearings occur, but offer little support for organizing campaigns, analyzing amendments, or preparing advocates for hearings on compressed timelines.
Texas Legislature Tracker bridges that gap through clear architectural separation. Official state records from OpenStates and the Texas Legislature RSS feed are ingested on a scheduled daily cadence and normalized into canonical tables. Deterministic application logic handles full-text indexing, priority relevance scoring, and keyword-based similar bill matching without generative hallucination.
On top of these verified records, policy teams manage private workspace campaigns, track key lawmakers and committee assignments, and leverage evidence-gated AI assistants to draft testimony, synthesize bill impacts, and prepare legislative meetings. Crucially, human policy judgment remains the final checkpoint for every strategic action, ensuring advocacy is strictly grounded in official legislative text.
Product walkthrough
From source records to advocacy preparation across five operational stages.
Texas Legislature Tracker organizes legislative intelligence into five distinct phases, moving from upstream discovery to human-verified committee preparation.
Authentic UHD runtime captures from the deployed Texas Legislature Tracker application showing the complete legislative intelligence pipeline.
Discover & filter candidate Texas legislation
Ingest and filter scoped Texas policy records with deterministic relevance scoring, session selection, and full-text keyword search.
Six-tier separation of legislative information & decision authority
Every piece of data is categorized by its provenance and mutability, preventing automated or generative confusion with statutory law.
LAYER // 01
Tier 1: Upstream Source Records
Official OpenStates REST endpoints, Texas Legislature Online RSS feeds, and official bill draft PDFs ingested daily at 08:00 UTC.
LAYER // 02
Tier 2: Canonical Database Records
Normalized Supabase PostgreSQL tables providing a stable, point-in-time relational cache for 181 legislators, 60 committees, and candidate bills.
LAYER // 03
Tier 3: Deterministic Application Logic
Algorithmic ranking, full-text search indexes, and subject taxonomy matching operating strictly within PostgreSQL without generative models.
LAYER // 04
Tier 4: User Workspace & Advocacy State
Private, organization-scoped campaigns, custom priority classifications, and internal advocacy notes protected by Row-Level Security.
LAYER // 05
Tier 5: Assisted Analysis & Drafting
Server-managed AI workbenches providing objective bill impact summaries, meeting briefings, and 3-minute committee hearing testimony drafts.
LAYER // 06
Tier 6: Human Policy Authority
Final human verification, advocacy strategy sign-off, committee testimony delivery, and legislative stakeholder communication.
SPEC // 01VERIFICATION SPEC
Tier 1: Upstream Source Records
✓Official bill numbers & captions
✓Chamber journal actions
✓Committee referral records
✓Official companion pairings
SPEC // 02VERIFICATION SPEC
Tier 2: Canonical Database Records
✓Relational entity integrity
✓Indexed bill action histories
✓Lawmaker biographical data
✓Chamber calendar snapshots
SPEC // 03VERIFICATION SPEC
Tier 3: Deterministic Application Logic
✓PostgreSQL full-text tsvector search
✓Subject matter overlap scoring
✓Keyword frequency matching
✓Non-hallucinatory Similar Bills
SPEC // 04VERIFICATION SPEC
Tier 4: User Workspace & Advocacy State
✓Row-level security isolation
✓Custom advocacy campaigns
✓Internal priority designations
✓Private coalition annotations
SPEC // 05VERIFICATION SPEC
Tier 5: Assisted Analysis & Drafting
✓Evidence-gated amendment checks
✓Structured 3-minute testimony drafts
✓Lawmaker posture summaries
✓Grounded statutory citations
SPEC // 06VERIFICATION SPEC
Tier 6: Human Policy Authority
✓Final testimony review & sign-off
✓Strategic coalition alignment
✓Direct legislative negotiations
✓In-person committee delivery
Automated tools and AI generators never commit policy positions or publish communications without explicit human approval.
Information model & capabilities
Six-tier separation from upstream state facts to human policy authority.
Texas Legislature Tracker enforces strict boundaries between what the state publishes, what the application computes deterministically, and what human advocates decide.
Core Capability ArchitectureSYSTEM WORKSPACE
01
Data Ingestion & Normalization
Scheduled daily sync
Automated cron jobs pull updated bill filings, committee schedules, and chamber action histories every morning at 08:00 UTC.
Candidate corpus filtering
Focuses analysis on policy areas relevant to survivor safety, family justice, and domestic violence prevention rather than noise.
Multi-entity relational model
Connects bills, co-authors, companion legislation, committee referrals, and legislative hearing calendars in Supabase PostgreSQL.
02
Deterministic Search & Analysis
PostgreSQL full-text search
Fast, multi-column search indexes across bill numbers, titles, official captions, authors, subjects, and statutory revisions.
Similar Bills matching
Deterministic similarity scoring based on shared subject tags, committee referrals, and keyword frequency without generative hallucinations.
District geographic mapping
Visual mapping interface connecting Texas House and Senate districts to lawmakers, demographic profiles, and local coalition partners.
03
Advocacy & Campaign Management
Targeted campaign workspaces
Group high-priority legislation into active advocacy campaigns with custom milestones, strategic notes, and assigned team members.
Stakeholder & coalition registry
Central directory of non-profit allies, advocacy organizations, and state agency contacts engaged across tracked bills.
Lawmaker meeting prep
Contextual dossiers summarizing a legislator’s sponsored bills, committee leadership roles, and relevant policy posture.
04
Evidence-Gated AI Workbenches
Amendment Analyzer with text gating
Verifies official amendment text presence before conducting analysis, explicitly refusing speculative summaries when text is absent.
3-minute testimony generator
Drafts structured oral testimony and written remarks adhering to strict legislative committee time limits and protocol.
Core policy impact assessment
Synthesizes complex bill text into objective summaries, highlighting affected Texas statutes and operational considerations.
How it works
From bill filing to legislative hearing: seven connected steps.
Daily scheduled sync pulls new filings from OpenStates and Texas Legislature feeds, identifying candidate bills by policy relevance.
STAGE // 02
Inspect canonical bill records
Review official captions, companion bills, co-authors, and legislative action history in a unified, verified dossier.
STAGE // 03
Connect lawmakers and committees
Identify relevant House and Senate committees, committee chairmen, and member voting alignments.
STAGE // 04
Save to advocacy campaigns
Organize high-priority bills into shared organizational campaigns with custom priority tags and target deadlines.
STAGE // 05
Run specialized policy tools
Deploy targeted AI workbenches for meeting preparation, section-by-section analysis, or testimony drafting.
STAGE // 06
Analyze amendments with evidence gating
Verify newly filed floor or committee amendments, with automatic refusal if official text is missing.
STAGE // 07
Verify and execute advocacy
Policy advocates review and edit all generated briefing materials before delivering testimony or meeting with legislators.
01
Discover candidate legislation
Daily scheduled sync pulls new filings from OpenStates and Texas Legislature feeds, identifying candidate bills by policy relevance.
02
Inspect canonical bill records
Review official captions, companion bills, co-authors, and legislative action history in a unified, verified dossier.
03
Connect lawmakers and committees
Identify relevant House and Senate committees, committee chairmen, and member voting alignments.
04
Save to advocacy campaigns
Organize high-priority bills into shared organizational campaigns with custom priority tags and target deadlines.
05
Run specialized policy tools
Deploy targeted AI workbenches for meeting preparation, section-by-section analysis, or testimony drafting.
06
Analyze amendments with evidence gating
Verify newly filed floor or committee amendments, with automatic refusal if official text is missing.
07
Verify and execute advocacy
Policy advocates review and edit all generated briefing materials before delivering testimony or meeting with legislators.
Decision boundary & safety
Strict containment between legislative records and generative assistance.
In legislative advocacy, accuracy is paramount. A single hallucinated clause or misstated committee referral can derail policy credibility. Texas Legislature Tracker implements strict evidence gating and decision boundaries to ensure that official state records remain untampered and all generative drafting requires explicit human verification.
Operational Safety Boundary FlowVERIFIED GATE
System scope & operational boundaries
OPERATIONAL BOUNDARIES
01
Scoped candidate corpus: The application monitors a curated corpus of Texas legislation focused on survivor safety and related policy issues, rather than all 10,000+ bills filed each session.
02
Daily scheduled sync: Bill updates, action timelines, and calendar events are refreshed daily at 08:00 UTC, not in real-time floor telemetry.
03
Amendment text availability gating: The Amendment Analyzer requires official legislative text; it explicitly refuses substantive comparative analysis when amendment text is not yet published in state records.
04
Action history vs. normalized votes: Roll call votes are surfaced within chronological legislative action text, rather than a dedicated voting analytics dataset.
05
Gated notification and AI storage: Automated notifications and persistent AI conversation history are disabled by default to protect advocacy privacy.
06
Mandatory human authority: AI tools assist with initial drafting and synthesis; final outreach, written comments, and testimony require human verification.
Human-AI control architecture
Clear separation between machine assistance and advocate authority
Every analytical feature operates within defined evidence boundaries with human sign-off.
System & AI Role
ASSISTIVE LAYER
Extracts official legislative text, action chronologies, and companion bill links from OpenStates and state RSS feeds.
Computes deterministic Similar Bills scores and full-text keyword indexing across the candidate corpus.
Checks official amendment text availability and refuses comparative analysis if full text is absent.
Drafts structured 3-minute committee hearing testimony tailored to specific legislative committee guidelines.
Generates lawmaker meeting briefing memos based on publicly sponsored bills and committee memberships.
Human Policy Authority
AUTHORITATIVE
Verifies statutory interpretations, bill priorities, and organizational positions on filed measures.
Determines whether identified companion or similar bills warrant coalition coordination or opposition.
Obtains physical floor amendments or committee substitutes from legislative clerks when digital text is delayed.
Reviews, fact-checks, edits, and personally delivers oral testimony before legislative panels.
Directs all legislative negotiations, constituent outreach, and strategic voting recommendations.
System outputs are decision-support aids designed for expert advocates. They do not constitute legal advice or automated lobbying.
Intended use
Built for policy researchers, advocacy coalitions, and government affairs teams.
Primary users
AUDIENCE LEDGER
01
Legislative directors and policy analysts tracking state policy development.
02
Advocacy coalitions coordinating statewide campaigns across legislative sessions.
03
Non-profit executive directors and program leaders testifying before committees.
04
Government affairs professionals monitoring bill movements and committee referrals.
05
Legal aid and survivor advocacy organizations
tracking family violence and justice statutes.
Operator fit
OPERATING CRITERIA
01
Organizations operating within Texas state policy and statutory reform.
Operators managing Supabase PostgreSQL, OpenStates API keys, and LLM provider environments.
04
Teams that require human sign-off on all legislative testimony and communications.
Intended audience and operational fit describe target use cases and do not imply current endorsement or formal use by specific state agencies.
Operational reality
Deployed functional application with verified parity on October 6, 2026.
Operational Brief & Review Scope
Texas Legislature Tracker is deployed on Vercel with automated continuous synchronization. As of verified runtime check on October 6, 2026, the production deployment is healthy, matching current main commit SHA 06e0f817, maintaining 2,032 candidate bills, 181 legislators, 60 committees, and 64 legislative events with fresh data across all entities.
React 19, Supabase PostgreSQL, and automated OpenStates synchronization.
Texas Legislature Tracker combines a modern React 19 frontend with Supabase PostgreSQL, scheduled serverless synchronization pipelines, and an evidence-gated AI assistant layer. Upstream state data is ingested through OpenStates REST APIs and Texas Legislature RSS feeds, transformed into normalized relational models, and indexed for high-performance full-text search.
Architectural highlights
SYSTEM PROFILE
01
React 19 & Vite: Fast, responsive client architecture with component-level state and interactive UI workbenches.
02
Supabase PostgreSQL: Relational storage for bills, legislators, committees, events, campaigns, and user notes, with native full-text search indexing.
03
Automated sync pipeline: Scheduled daily cron jobs ingesting candidate bills, chamber actions, and committee calendar updates.
04
Deterministic Similar Bills: Algorithmic ranking based on subject taxonomy, committee referrals, and full-text keyword frequencies.
05
Evidence-gated AI services: Server-side LLM integrations enforcing text availability checks before amendment analysis and testimony synthesis.
06
Supabase Auth & RLS: Secure authentication with row-level security protecting private user campaigns and strategic advocacy notes.
System Technical Overview & SubsystemsARCHITECTURE BANNER
Trust & data boundary
Clear architectural separation of state data, user workspace, and AI processing
OpenStates and Texas Legislature RSS ingestion pipeline
Included
04
Deterministic similar bills & search algorithms
Included
05
Evidence-gated AI policy analysis & testimony workbenches
Included
06
Playwright E2E and Jest automated test suites
Included
07
Vercel deployment configuration and operational runbooks
Included
Frequently asked questions
Common questions from evaluators and policy teams.
FREQUENTLY ASKED QUESTIONS
01Does Texas Legislature Tracker track every bill introduced in the Texas Legislature?
+
No. Texas Legislature Tracker monitors a scoped candidate corpus focused on survivor safety, domestic violence prevention, criminal justice reform, and related human welfare policy areas. This curated scope ensures high relevance for advocacy coalitions rather than overwhelming teams with thousands of unrelated commercial or administrative filings.
02How frequently is legislative data synchronized?
+
Data synchronization runs on a scheduled daily cadence, executing at approximately 08:00 UTC. It pulls new bill drafts and action histories from OpenStates and Texas Legislature RSS feeds. It is designed for daily strategic decision support rather than real-time second-by-second floor telemetry.
03Are "Similar Bills" recommendations generated by AI?
+
No. The Similar Bills feature is entirely deterministic. It uses PostgreSQL full-text search, subject matter classification overlap, and keyword frequency matching across canonical bill records. This eliminates generative hallucination and ensures every suggested companion or related bill has a verifiable statutory connection.
04How does the Amendment Analyzer prevent generative hallucinations?
+
The Amendment Analyzer features strict evidence gating. Before performing any comparative analysis between a bill draft and a filed amendment, the system verifies that the official amendment text is present in the database. If the official text has not yet been published by the legislative clerk, the analyzer explicitly refuses substantive comparison and notifies the user.
05What infrastructure is required to deploy and maintain the platform?
+
The system runs on standard, cost-effective infrastructure: a React 19 frontend hosted on Vercel (or any static/serverless host), a Supabase PostgreSQL instance for data storage and authentication, an OpenStates API key for bill data extraction, and an optional Gemini API key for assisted drafting workbenches.
06How are private advocacy campaigns and organizational notes protected?
+
All user campaigns, custom priority flags, and strategic notes are stored in Supabase with PostgreSQL Row-Level Security (RLS) enabled. Each organization’s advocacy strategy remains strictly private and isolated from other users and upstream synchronization jobs.
Acquisition & diligence
Acquiring the Texas Legislature Tracker platform.
Texas Legislature Tracker is available for outright acquisition, licensing, or organizational sponsorship. The asset is well suited for policy institutes, statewide advocacy coalitions, legal aid foundations, or civic technology organizations seeking a proven, deployed legislative tracking and advocacy engine.
