Insora
Knowledge Intelligence
Transform technical documentation, manuals, SOPs, enterprise records, service history, organizational knowledge, and operational data into evidence-backed understanding and action.
From Documents to Decisions
Insora doesn't just retrieve — it reasons over evidence to produce actionable guidance.
Document Ingestion & Parsing
Multi-format intake: PDF, HTML, Markdown, Confluence, SharePoint, Git, structured databases
Knowledge Graph Construction
Entity extraction, relationship mapping, ontology alignment, version-aware indexing, incremental updates
Query Understanding & Retrieval
Intent classification, hybrid search (vector + keyword + graph), re-ranking, citation extraction
Evidence-Backed Synthesis
Multi-source reasoning, conflict resolution, confidence scoring, traceable citations, hallucination prevention
Actionable Guidance Generation
Step-by-step procedures, troubleshooting trees, decision matrices, compliance checklists, work orders
Continuous Learning from Feedback
Resolution tracking, gap identification, expert validation loops, automated knowledge updates
Core Capabilities
Hybrid Retrieval
Vector + keyword + graph search with learned re-ranking for technical queries
Knowledge Graphs
Entity-relationship models from unstructured docs with version control and provenance
Citation & Evidence
Every answer traces to source paragraphs with confidence scores and conflict flags
Procedural Generation
Convert retrieved knowledge into executable steps, checklists, and decision trees
Incremental Updates
Change detection, diff computation, and selective re-indexing without full rebuilds
Usage Analytics
Query patterns, knowledge gaps, expert validation rates, staleness detection
Knowledge Sources Connected
Document Stores
- Confluence
- Notion
- SharePoint
- GitBook
- Google Drive
- S3/Blob Storage
Code & Technical
- GitHub
- GitLab
- Bitbucket
- JSDoc
- OpenAPI/Swagger
- Database Schemas
Enterprise Records
- ServiceNow
- Jira
- Maximo
- SAP PM
- IBM EAM
- Custom CMMS
Operational Data
- Historians (PI, OSIsoft)
- SCADA
- IoT Platforms
- Time-series DBs
- MES/ERP
Industrial Intelligence → Action
Insora is evolving toward industrial intelligence: connecting maintenance manuals, sensor telemetry, technician notes, and service history to produce diagnostic guidance, maintenance procedures, and continuous operational learning for field teams.
Built on QUACK & Nextmos
Insora runs on QUACK for retrieval orchestration, tool execution, and observability. Nextmos provides persistent organizational memory — learned procedures, decision history, and expert validations.
Turn Documentation into Action
Pilot Insora with a corpus of your technical documentation. Measure retrieval accuracy, citation quality, and time-to-resolution.
Request Pilot →