Real-Time Legislative Intelligence for Public Affairs Teams
Track parliamentary activity across assemblies and committees with AI agents that process thousands of speeches, amendments, and debates daily. Our systems deliver structured intelligence to your inbox before the morning briefing.
The Challenge
Public affairs teams waste hours manually tracking legislative activity. Staff scroll through government websites, parse dense PDFs, and compile updates that are outdated by lunchtime. Important amendments slip through. Keyword alerts generate noise without context.
Traditional monitoring tools weren’t built for the volume and velocity of modern parliaments.
Our Approach
We build multi-agent systems that mirror how experienced parliamentary analysts work, but at machine speed and scale.
Data Ingestion
Our agents connect directly to official parliamentary data sources: assembly proceedings in XML and HTML formats, committee bulletins, stenographic records, and video archives. We process both chambers and all standing committees, capturing every intervention within hours of publication.
Semantic Processing
Raw parliamentary text is dense and repetitive. Our AI agents extract meaning: who said what, about which legislation, with what intent. We identify when a keyword mention is substantive versus procedural, when a speaker is supportive versus critical.
Structured Output
Intelligence flows to your team through daily Notion reports, email briefings, or direct API access. Each mention includes the speaker, party affiliation, committee context, and links to primary sources.
Capabilities
Assembly Monitoring
Full coverage of plenary sessions across both chambers. Our agents process:
- Speeches and interventions by topic, speaker, and party
- Voting records and parliamentary questions
- Debate summaries with automated titling
- Allegato A and Allegato B content extraction
Committee Monitoring
Granular tracking of all standing committees:
- Session-by-session coverage with structured summaries
- Audition transcripts from video recordings
- Amendment tracking at article level
- Cross-committee topic correlation
Amendment Intelligence
Purpose-built agents for amendment extraction:
- PDF parsing for complex parliamentary amendment formats
- Article-level organisation with proponent identification
- Form corrections (correzioni di forma) captured separately
- Integration with bill tracking databases
Keyword Verification
Not all mentions are equal. Our two-stage processing:
- Fast keyword matching using linguistic analysis and lemmatisation
- GPT-powered relevance assessment with industry context
This eliminates false positives and surfaces mentions that matter to your sector.
Sentiment and Positioning
Understand where parties and speakers stand:
- Speaker-level sentiment scoring on specific keywords
- Party positioning aggregation across debates
- Historical trend analysis
How It Works
1. Configuration
We map your monitoring requirements: which sectors, which keywords, which committees matter most. Our team configures the agent network to match your intelligence priorities.
2. Daily Processing
Agents run automatically each day, processing the previous day’s parliamentary activity. Data flows through ingestion, enrichment, and verification stages before reaching your team.
3. Delivery
Choose your format: structured Notion pages for browsing, email briefings for quick scanning, or API access for integration with your existing systems.
4. Refinement
Keyword lists and sector definitions evolve with your needs. We continuously tune the system based on feedback and changing legislative priorities.
Technical Foundation
Our parliamentary monitoring systems are built on:
- Graph databases for relationship-rich parliamentary data
- Large language models for summarisation and relevance assessment
- Natural language processing for Italian parliamentary text
- Serverless architecture for reliable daily processing
- Model Context Protocol for AI assistant integration
Who This Is For
- Public affairs consultancies tracking legislation for multiple clients
- Corporate government relations teams monitoring regulatory developments
- Trade associations following sector-specific policy debates
- Legal teams tracking legislative changes affecting clients
Results
Our parliamentary monitoring agents process tens of thousands of speeches monthly, delivering structured intelligence that would take a team of analysts days to compile manually. Clients receive comprehensive coverage across all parliamentary activity relevant to their sectors, with context and source links that enable rapid response to legislative developments.
Get Started
Parliamentary monitoring is complex. Let’s discuss your specific requirements and how AI agents can transform your legislative intelligence workflow.