The data mesh that thinks, learns, and heals itself
Sentient Data Mesh is the intelligence layer beneath every LeadsLogix module. An entity graph with multi-source triangulation, a knowledge store that learns across runs, and a recursive discovery engine that expands your intelligence automatically.
543+
Test Coverage
7
Intel Modules
0-100
Confidence Scale
Auto
Self-Healing
Six Layers of Intelligence
Entity Graph
SQLite-backed entity graph stores relationships between companies, contacts, domains, emails, and social profiles. Every relationship carries a confidence score based on source reliability and cross-validation.
Knowledge Store
Cross-run learning system that accumulates intelligence across pipeline executions. Anti-poisoning mechanisms prevent bad data from contaminating the knowledge base. Learned patterns improve future enrichment.
Discovery Engine
Recursive cascade with budget and depth limits discovers new entities by following relationships in the entity graph. When a company is enriched, related companies and contacts are automatically queued.
Module Registry
7 pluggable intelligence modules register with the mesh and execute against target entities. New modules can be added without modifying the core pipeline. Each module contributes to the entity graph.
Entity Resolution
Fuzzy deduplication and entity resolution merge records across all data sources. Domain-centric identity keys prevent split entities. Priority scoring determines which source wins on conflict.
Completeness Scoring
Per-company 0-100 scoring measures field coverage: website, email, phone, LinkedIn, social, and address. Scores below threshold trigger re-enrichment through the recursive pipeline.
How the Mesh Works
Data flows through the mesh in a continuous cycle: discover, enrich, triangulate, learn, and re-discover.
Discovery Engine Module Registry Entity Graph
┌─────────────┐ ┌──────────────┐ ┌──────────────┐
│ Recursive │ ──────> │ DNS Intel │ ─────> │ Companies │
│ Cascade │ │ Tech Detect │ │ Contacts │
│ Budget Ctrl │ │ Email Pattern│ │ Domains │
│ Depth Limits │ │ Social Detect│ │ Emails │
└──────┬──────┘ │ Domain Age │ │ Social │
│ │ SSL Intel │ └──────┬───────┘
│ │ WHOIS Intel │ │
│ └──────────────┘ │
│ │
│ Knowledge Store Completeness │
│ ┌──────────────┐ ┌──────────────┐
└──────── │ Cross-run │ <───── │ 0-100 Score │
│ Learning │ │ Field-level │
│ Anti-poison │ │ Threshold │
└──────────────┘ └──────────────┘Intelligence that grows with every query
The Sentient Data Mesh powers every LeadsLogix module. See how connected intelligence transforms your sales pipeline.
Frequently Asked Questions
Everything you need to know about our platform.
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