
For the first time, get a clear, attributable view into the black box of LLM-driven user behaviour
Problem
Current attribution models fail to value GenAI conversations, Our solution offers auditable, real-time attribution by extracting user intent and conversion drivers from Real-Users LLM conversations.
Real-User LLM Insight Lens: Focus in on high-value conversations, see the financial impact of LLM interactions.
Real-User Query Engine: Enable you to instantly query your audience LLM behavioural data at scale.

Solution
BLESS Data extends the BLESS Network to create opt-in, anonymised behavioural panels revealing the Who, What, When, Where, and Why of digital engagement.
5+ million active users across 170 countries
Captures intent, not just clicks
Structured JSON data
Local anonymisation before any transfer
5+ million active users
170 countries
Data feeds

Key Benefits
Privacy, explainability, and scale in one system
Captures intent behind every interaction
Proven integrity and transparency
Ready for enterprise governance and compliance
Applications
Study user–LLM interactions
Track sources, tone and accuracy
Benchmark changes over time
Map journeys and drop-offs
Analyse assistive content
Segment by geo-demographics
Follow narratives across regions and demographics
Understand LLM perception of your brand
Measure response effectiveness
01Session indicators, minimal PII, explicit user consent
02User data anonymised locally before upload
03Each session checked with integrity constraints
04Anonymised, labelled feeds to secure cloud endpoints
Privacy-first design to meet legal data privacy standards
Full user control: pause, inspect, revoke
Independent anonymisation prevents re-identification
Two layers of PII removal
Ready to See Why Users Engage?
Book a 30-Minute Discovery Call
Define your audience, geography, and data goals. BLESS will design a tailored pilot with validation and quality reporting.
Ready to See Why Users Engage?
Book a 30-Minute Discovery Call