Overview
Knowledge bases in mixus are intelligent repositories that organize, structure, and make your information accessible to AI agents. Unlike traditional file storage, these knowledge bases understand content relationships, enable semantic search, and provide contextual information that enhances AI capabilities across all interactions.How Knowledge Bases Work
Knowledge base creation involves multiple sophisticated processes:- Content Ingestion: Import information from various sources and formats
- Intelligent Processing: AI-powered analysis and understanding of content
- Structured Organization: Automatic categorization and relationship mapping
- Semantic Indexing: Create searchable, meaningful connections between concepts
- Quality Assurance: Validation, verification, and continuous improvement
- Integration: Seamless access for AI agents and workflows
- Maintenance: Ongoing updates, optimization, and knowledge evolution
Knowledge base architecture
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Knowledge Base Types
Document-Based Knowledge Bases
Comprehensive Document Collections
Transform document libraries into intelligent, searchable knowledge resources:Document Knowledge Base Features
Copy
Ask AI
๐ Document-Based Knowledge Management:
๐ Supported Document Types:
โโโ ๐ Policies and procedures documentation
โโโ ๐ Technical manuals and specifications
โโโ ๐ Reports and analytical documents
โโโ ๐ Legal contracts and agreements
โโโ ๐ Training materials and guides
โโโ ๐ Business plans and strategies
โโโ ๐ Research papers and studies
โโโ ๐ฑ Product documentation and FAQs
๐ Intelligent Processing:
โโโ ๐ง Content analysis and topic extraction
โโโ ๐ฏ Key concept identification and mapping
โโโ ๐ Relationship discovery between documents
โโโ ๐ Cross-reference and citation tracking
โโโ ๐ Version control and change tracking
โโโ ๐ท๏ธ Automatic tagging and categorization
โโโ ๐ก Insight extraction and synthesis
โก Access and Retrieval:
โโโ ๐ฌ Natural language question answering
โโโ ๐ Semantic search across all content
โโโ ๐ Contextual information surfacing
โโโ ๐ฏ Relevant document recommendations
โโโ ๐ Structured data extraction
โโโ ๐ Real-time content updates and synchronization
```text
#### Structured Information Hierarchies
Organize information with clear hierarchies and relationships:
```json Document Hierarchy Configuration
{
"document_hierarchy": {
"organizational_structure": {
"departments": {
"human_resources": {
"categories": ["policies", "procedures", "forms", "training"],
"subcategories": {
"policies": ["employment", "benefits", "conduct", "compliance"],
"procedures": ["onboarding", "performance_review", "termination"],
"forms": ["application", "evaluation", "request", "documentation"]
}
},
"finance": {
"categories": ["procedures", "reports", "compliance", "analysis"],
"subcategories": {
"procedures": ["accounting", "budgeting", "procurement", "audit"],
"reports": ["monthly", "quarterly", "annual", "project_specific"]
}
},
"operations": {
"categories": ["processes", "standards", "guidelines", "documentation"],
"subcategories": {
"processes": ["manufacturing", "quality_control", "logistics", "maintenance"]
}
}
}
},
"content_relationships": {
"hierarchical": "parent_child_document_relationships",
"referential": "cross_document_citations_and_links",
"topical": "subject_matter_content_groupings",
"temporal": "version_and_timeline_relationships"
}
}
}
```text
### Process and Workflow Knowledge
#### Standard Operating Procedures (SOPs)
Create comprehensive procedural knowledge bases:
```text Process Knowledge Base Structure
โ๏ธ Process and Workflow Knowledge:
๐ Standard Operating Procedures:
โโโ ๐ฏ Step-by-step process documentation
โโโ ๐ Workflow diagrams and visual guides
โโโ โ
Quality checkpoints and validation criteria
โโโ ๐จ Exception handling and troubleshooting
โโโ ๐ Performance metrics and success criteria
โโโ ๐ฅ Role assignments and responsibilities
โโโ ๐ง Tools and resource requirements
๐ง Process Intelligence:
โโโ ๐ Process optimization recommendations
โโโ ๐ Bottleneck identification and solutions
โโโ ๐ Performance tracking and analytics
โโโ ๐ก Best practice extraction and sharing
โโโ ๐ Continuous improvement suggestions
โโโ ๐ฏ Training and competency mapping
๐ค Workflow Integration:
โโโ ๐ System and tool integration points
โโโ ๐ฑ Mobile and remote access capabilities
โโโ ๐จ Alert and notification configurations
โโโ ๐ Progress tracking and reporting
โโโ ๐ Approval and review workflows
โโโ ๐ Audit trail and compliance monitoring
```text
#### Best Practices and Guidelines
Capture and organize institutional knowledge and expertise:
```json Best Practices Knowledge Base
{
"best_practices_kb": {
"knowledge_categories": {
"operational_excellence": {
"process_optimization": "proven_methods_for_improving_efficiency",
"quality_management": "standards_and_practices_for_quality_assurance",
"resource_management": "optimal_allocation_and_utilization_strategies",
"performance_measurement": "metrics_and_kpis_for_success_tracking"
},
"customer_excellence": {
"service_delivery": "best_practices_for_customer_satisfaction",
"communication": "effective_customer_interaction_strategies",
"problem_resolution": "proven_approaches_to_issue_resolution",
"relationship_management": "long_term_customer_success_strategies"
},
"innovation_and_growth": {
"innovation_processes": "frameworks_for_creative_problem_solving",
"change_management": "strategies_for_successful_organizational_change",
"learning_and_development": "continuous_improvement_methodologies",
"strategic_planning": "long_term_planning_and_execution_approaches"
}
},
"expertise_capture": {
"expert_interviews": "structured_knowledge_extraction_from_experts",
"case_study_development": "real_world_example_documentation",
"lesson_learned_compilation": "failure_and_success_analysis",
"institutional_memory": "preservation_of_organizational_knowledge"
}
}
}
```text
### Product and Technical Knowledge
#### Technical Documentation and Specifications
Comprehensive technical knowledge for products and systems:
```text Technical Knowledge Base Features
๐ง Technical Knowledge Management:
๐ฑ Product Documentation:
โโโ ๐ง Technical specifications and requirements
โโโ ๐ Installation and configuration guides
โโโ ๐ฏ User manuals and operation instructions
โโโ ๐จ Troubleshooting and problem resolution
โโโ ๐ Maintenance and support procedures
โโโ ๐ Performance optimization guidelines
โโโ ๐ Security and compliance requirements
๐ป System Knowledge:
โโโ ๐๏ธ Architecture and design documentation
โโโ ๐ง Integration guides and documentation
โโโ ๐ Data models and system documentation
โโโ ๐ Code documentation and examples
โโโ ๐จ Error codes and diagnostic information
โโโ ๐ Monitoring and alerting configurations
โโโ ๐ Process documentation and workflows
๐ ๏ธ Support Resources:
โโโ โ Frequently asked questions (FAQs)
โโโ ๐ฅ Video tutorials and demonstrations
โโโ ๐ Knowledge articles and how-to guides
โโโ ๐ค Community forums and discussions
โโโ ๐ Contact information and escalation paths
โโโ ๐ Feature roadmaps and update notifications
```text
#### Product Information Management
Centralized product knowledge for sales, support, and development:
```json Product Knowledge Configuration
{
"product_knowledge": {
"product_catalog": {
"product_information": {
"specifications": "detailed_technical_and_functional_specifications",
"features_benefits": "comprehensive_feature_lists_and_value_propositions",
"pricing_packaging": "pricing_models_and_package_configurations",
"compatibility": "system_requirements_and_integration_capabilities"
},
"competitive_intelligence": {
"market_position": "competitive_landscape_and_positioning",
"differentiation": "unique_value_propositions_and_advantages",
"competitive_analysis": "feature_comparison_and_market_analysis",
"win_loss_analysis": "sales_outcome_analysis_and_insights"
},
"customer_insights": {
"use_cases": "common_customer_scenarios_and_applications",
"success_stories": "case_studies_and_customer_testimonials",
"feedback_analysis": "customer_feedback_and_improvement_insights",
"adoption_patterns": "usage_trends_and_behavior_analysis"
}
}
}
}
```text
## Knowledge Base Creation Process
### Content Ingestion and Processing
#### Multi-Source Content Import
Comprehensive import capabilities from various content sources:
```text Content Import Sources
๐ฅ Knowledge Base Content Sources:
๐ File-Based Sources:
โโโ ๐ Document files (PDF, Word, PowerPoint, Excel)
โโโ ๐ Text files and markdown documents
โโโ ๐ผ๏ธ Images with embedded text and diagrams
โโโ ๐ Spreadsheets and structured data files
โโโ ๐น Video and audio content with transcriptions
โโโ ๐๏ธ Archive files and compressed collections
โโโ ๐ฑ Mobile and cloud storage integrations
๐ System Integrations:
โโโ ๐ Content management systems (SharePoint, Confluence)
โโโ ๐ Project management tools (Jira, Asana, Trello)
โโโ ๐ฌ Communication platforms (Slack, Teams, Discord)
โโโ ๐ Business applications (CRM, ERP, HRM)
โโโ ๐ Websites and web-based documentation
โโโ ๐ง Email systems and message archives
โโโ ๐๏ธ Data systems and information repositories
๐ค Collaborative Sources:
โโโ ๐ญ Expert interviews and knowledge capture sessions
โโโ ๐ Collaborative document creation and editing
โโโ ๐ฅ Screen recordings and demonstration videos
โโโ ๐ Meeting recordings and transcriptions
โโโ ๐ Survey responses and feedback collections
โโโ ๐ง Brainstorming sessions and ideation workshops
```text
#### AI-Powered Content Analysis
Advanced processing to understand and structure imported content:
```json Content Analysis Pipeline
{
"content_analysis": {
"text_processing": {
"extraction": "extract_text_from_various_document_formats",
"cleaning": "remove_formatting_artifacts_and_noise",
"normalization": "standardize_text_format_and_encoding",
"segmentation": "break_content_into_logical_sections_and_paragraphs"
},
"semantic_analysis": {
"topic_modeling": "identify_main_themes_and_subject_areas",
"entity_recognition": "extract_people_places_organizations_concepts",
"relationship_mapping": "identify_connections_between_entities_concepts",
"sentiment_analysis": "understand_tone_and_emotional_content"
},
"structure_identification": {
"hierarchy_detection": "identify_document_structure_and_organization",
"section_classification": "categorize_content_sections_by_purpose",
"metadata_extraction": "identify_authors_dates_versions_classifications",
"reference_analysis": "extract_citations_links_and_cross_references"
},
"quality_assessment": {
"accuracy_verification": "validate_factual_accuracy_where_possible",
"completeness_evaluation": "identify_gaps_and_missing_information",
"currency_assessment": "evaluate_information_freshness_and_relevance",
"authority_scoring": "assess_source_credibility_and_expertise"
}
}
}
```text
### Knowledge Organization and Structure
#### Intelligent Categorization
AI-powered organization of knowledge into logical, accessible structures:
```text Knowledge Organization Features
๐ง Intelligent Knowledge Organization:
๐ท๏ธ Automatic Categorization:
โโโ ๐ Topic-based classification and grouping
โโโ ๐ฏ Purpose and intent-based organization
โโโ ๐ฅ Audience and user role segmentation
โโโ โฐ Temporal and lifecycle-based ordering
โโโ ๐ Complexity and expertise level sorting
โโโ ๐ Popularity and usage-based prioritization
๐ Relationship Mapping:
โโโ ๐ Prerequisite and dependency identification
โโโ ๐ Sequential and workflow relationships
โโโ ๐ฏ Conceptual and thematic connections
โโโ ๐ Hierarchical and organizational structures
โโโ ๐ก Associative and cross-reference links
โโโ ๐จ Conflict and contradiction detection
๐ Knowledge Graph Construction:
โโโ ๐ง Entity and concept node creation
โโโ ๐ Relationship edge identification and weighting
โโโ ๐ Graph analytics and pattern recognition
โโโ ๐ฏ Centrality and importance scoring
โโโ ๐ Path analysis and knowledge navigation
โโโ ๐ก Inference and reasoning capabilities
```text
#### Semantic Indexing and Search
Advanced search capabilities that understand meaning and context:
```json Semantic Search Configuration
{
"semantic_search": {
"indexing_approach": {
"vector_embeddings": "create_semantic_representations_of_content",
"keyword_indexing": "traditional_term_based_search_capabilities",
"concept_mapping": "map_abstract_concepts_to_content_elements",
"contextual_understanding": "maintain_context_and_situational_relevance"
},
"search_capabilities": {
"natural_language": "understand_conversational_search_queries",
"multi_modal": "search_across_text_images_and_other_media",
"fuzzy_matching": "handle_misspellings_and_approximate_queries",
"faceted_search": "filter_by_multiple_criteria_and_attributes",
"personalized_results": "customize_results_based_on_user_context",
"federated_search": "search_across_multiple_knowledge_bases"
},
"result_presentation": {
"relevance_ranking": "order_results_by_relevance_and_importance",
"snippet_generation": "provide_contextual_preview_of_content",
"source_attribution": "identify_original_sources_and_authors",
"confidence_scoring": "indicate_reliability_of_search_results",
"related_suggestions": "recommend_additional_relevant_content"
}
}
}
```text
## Knowledge Base Management
### Quality Assurance and Validation
#### Content Quality Control
Comprehensive quality management for knowledge base content:
```text Quality Assurance Framework
โ
Knowledge Quality Management:
๐ Accuracy Validation:
โโโ ๐ Fact-checking against authoritative sources
โโโ ๐ง Cross-validation with multiple references
โโโ ๐ฅ Expert review and verification processes
โโโ ๐ Automated consistency checking
โโโ ๐ Version control and change tracking
โโโ ๐จ Error detection and correction workflows
๐
Currency Management:
โโโ โฐ Content freshness tracking and alerts
โโโ ๐ Automated update notifications
โโโ ๐ Periodic review and refresh cycles
โโโ ๐ฏ Relevance assessment and scoring
โโโ ๐๏ธ Outdated content archiving and removal
โโโ ๐ Evolution tracking and history
๐ฏ Completeness Assessment:
โโโ ๐ Gap analysis and identification
โโโ ๐ Missing information detection
โโโ ๐ Coverage mapping and visualization
โโโ ๐ก Content suggestion and recommendations
โโโ ๐ฅ Crowdsourced knowledge contribution
โโโ ๐ Continuous improvement processes
```text
#### Collaborative Quality Management
Enable teams to maintain and improve knowledge base quality:
```json Collaborative Quality System
{
"collaborative_quality": {
"review_workflows": {
"peer_review": "expert_validation_and_approval_processes",
"staged_approval": "multi_level_review_and_authorization",
"consensus_building": "team_based_content_validation",
"feedback_integration": "incorporate_user_suggestions_and_corrections"
},
"contribution_management": {
"content_submission": "structured_process_for_new_content_addition",
"edit_suggestions": "controlled_modification_and_improvement_process",
"expertise_matching": "route_content_to_appropriate_subject_experts",
"quality_scoring": "rate_and_rank_content_contributions"
},
"community_features": {
"discussion_forums": "collaborative_spaces_for_knowledge_discussion",
"rating_systems": "user_feedback_and_quality_assessment",
"usage_analytics": "track_content_usage_and_effectiveness",
"recognition_programs": "acknowledge_quality_contributors"
}
}
}
```text
### Maintenance and Evolution
#### Automated Maintenance
Intelligent systems to keep knowledge bases current and optimized:
```text Automated Maintenance Features
๐ Automated Knowledge Base Maintenance:
๐ Performance Monitoring:
โโโ ๐ Usage analytics and access patterns
โโโ ๐ Search effectiveness and result quality
โโโ โฑ๏ธ Response time and system performance
โโโ ๐ก User satisfaction and feedback tracking
โโโ ๐ฏ Content effectiveness and engagement
โโโ ๐ Knowledge gap identification
๐งน Automated Cleanup:
โโโ ๐๏ธ Duplicate content detection and consolidation
โโโ ๐
Outdated information identification and archival
โโโ ๐ Broken link detection and repair
โโโ ๐ Unused content identification and review
โโโ ๐ท๏ธ Tag and category optimization
โโโ ๐ Structure and organization refinement
๐ Content Synchronization:
โโโ ๐ฑ Source system integration and updates
โโโ ๐ Real-time content refresh and synchronization
โโโ ๐ Version control and change management
โโโ ๐จ Conflict detection and resolution
โโโ ๐ Batch processing and bulk updates
โโโ ๐ Audit trail and change logging
```text
#### Knowledge Evolution and Learning
Adaptive systems that learn and improve knowledge bases over time:
```json Knowledge Evolution System
{
"knowledge_evolution": {
"learning_mechanisms": {
"usage_pattern_analysis": "learn_from_how_knowledge_is_accessed_used",
"query_analysis": "understand_information_needs_and_gaps",
"feedback_integration": "incorporate_user_corrections_suggestions",
"outcome_correlation": "connect_knowledge_usage_to_business_outcomes"
},
"adaptive_features": {
"content_prioritization": "emphasize_most_valuable_frequently_used_content",
"organization_optimization": "improve_structure_based_on_usage_patterns",
"search_enhancement": "refine_search_algorithms_based_on_user_behavior",
"recommendation_tuning": "improve_content_suggestions_and_discovery"
},
"predictive_capabilities": {
"need_anticipation": "predict_future_information_requirements",
"content_lifecycle": "forecast_content_relevance_and_update_needs",
"knowledge_trends": "identify_emerging_topics_and_knowledge_areas",
"optimization_opportunities": "suggest_improvements_and_enhancements"
}
}
}
```text
## Advanced Knowledge Features
### AI-Enhanced Knowledge Services
#### Intelligent Question Answering
Advanced AI capabilities that provide precise answers from knowledge bases:
```text AI Question Answering Features
๐ค Intelligent Knowledge Services:
๐ฌ Natural Language Processing:
โโโ ๐ง Context-aware question understanding
โโโ ๐ฏ Intent classification and query routing
โโโ ๐ Multi-part question decomposition
โโโ ๐ Ambiguity resolution and clarification
โโโ ๐ก Follow-up question suggestions
โโโ ๐ Conversational context maintenance
๐ Answer Generation:
โโโ ๐ Comprehensive knowledge base search
โโโ ๐ Multi-source information synthesis
โโโ ๐ฏ Precise answer extraction and formatting
โโโ ๐ Confidence scoring and uncertainty handling
โโโ ๐ Source citation and reference provision
โโโ ๐ก Related information and recommendations
๐ฏ Specialized Capabilities:
โโโ ๐ Data analysis and calculation support
โโโ ๐ Process guidance and step-by-step instructions
โโโ ๐จ Troubleshooting and problem resolution
โโโ ๐ก Creative ideation and brainstorming support
โโโ ๐ Trend analysis and insight generation
โโโ ๐ฏ Decision support and recommendation systems
```text
#### Knowledge Discovery and Insights
AI-powered analysis to extract insights and discover patterns:
```json Knowledge Discovery System
{
"knowledge_discovery": {
"pattern_recognition": {
"trend_identification": "identify_patterns_and_trends_in_knowledge_content",
"relationship_discovery": "find_hidden_connections_between_concepts",
"anomaly_detection": "identify_inconsistencies_and_outliers",
"knowledge_clustering": "group_related_information_and_concepts"
},
"insight_generation": {
"gap_analysis": "identify_missing_knowledge_and_information_needs",
"synthesis": "combine_information_from_multiple_sources_for_insights",
"prediction": "forecast_trends_and_future_knowledge_requirements",
"recommendation": "suggest_actions_based_on_knowledge_analysis"
},
"knowledge_mapping": {
"concept_networks": "visualize_relationships_between_knowledge_elements",
"expertise_mapping": "identify_knowledge_experts_and_authorities",
"knowledge_flows": "track_how_knowledge_moves_through_organization",
"impact_analysis": "understand_knowledge_influence_on_business_outcomes"
}
}
}
```text
### Integration and Ecosystem
#### Multi-Platform Integration
Seamless integration with existing tools and systems:
```text Integration Ecosystem
๐ Knowledge Base Integration:
๐ผ Business System Integration:
โโโ ๐ CRM and customer service platform integration
โโโ ๐ Project management and collaboration tools
โโโ ๐ฌ Communication and messaging platforms
โโโ ๐ฑ Mobile applications and field service tools
โโโ ๐ Web portals and customer-facing systems
โโโ ๐ Business intelligence and analytics platforms
๐ง Development and Technical Integration:
โโโ ๐ ๏ธ Integration access and connectivity
โโโ ๐ฑ Development toolkit provision
โโโ ๐ Webhook and event-driven integrations
โโโ ๐ Data export and synchronization capabilities
โโโ ๐ Single sign-on and authentication integration
โโโ ๐ Embedded knowledge widgets and components
๐ Analytics and Reporting Integration:
โโโ ๐ Business intelligence dashboard integration
โโโ ๐ Custom reporting and analytics capabilities
โโโ ๐ฏ Performance monitoring and KPI tracking
โโโ ๐ Compliance and audit reporting
โโโ ๐ก Insight sharing and distribution systems
```text
#### Knowledge Base Federation
Connect and search across multiple knowledge repositories:
```json Knowledge Federation System
{
"knowledge_federation": {
"multi_source_access": {
"unified_search": "search_across_multiple_knowledge_bases_simultaneously",
"source_aggregation": "combine_results_from_different_repositories",
"duplicate_resolution": "identify_and_handle_duplicate_information",
"authority_ranking": "prioritize_sources_based_on_reliability_expertise"
},
"distributed_management": {
"decentralized_ownership": "allow_different_teams_to_manage_their_knowledge",
"permission_propagation": "respect_access_controls_across_federated_sources",
"synchronization_protocols": "maintain_consistency_across_distributed_systems",
"conflict_resolution": "handle_disagreements_between_different_sources"
},
"unified_experience": {
"seamless_navigation": "provide_consistent_user_experience_across_sources",
"cross_reference_linking": "connect_related_information_from_different_bases",
"aggregated_analytics": "provide_comprehensive_usage_and_performance_metrics",
"federated_maintenance": "coordinate_quality_and_currency_across_sources"
}
}
}
```text
## Best Practices
### Knowledge Base Design
1. **Content Strategy and Planning**
```text Strategic Knowledge Planning
๐ Knowledge Strategy Best Practices:
โโโ ๐ฏ Define clear objectives and success criteria
โโโ ๐ฅ Identify target users and their information needs
โโโ ๐ Map existing knowledge assets and gaps
โโโ ๐ Plan for content lifecycle and maintenance
โโโ ๐ Establish quality standards and review processes
```text
2. **Content Creation and Management**
```text Content Management Guidelines
๐ Content Excellence Practices:
โโโ ๐ Use consistent formatting and structure
โโโ ๐ฏ Write for your audience and use cases
โโโ ๐ Create clear relationships and cross-references
โโโ ๐
Maintain current and accurate information
โโโ ๐ท๏ธ Use descriptive titles and comprehensive tagging
```text
3. **User Experience and Adoption**
```text User Experience Best Practices
๐ฅ User-Centric Design:
โโโ ๐ Design intuitive search and navigation
โโโ ๐ฑ Ensure accessibility across devices and platforms
โโโ ๐ฏ Provide contextual help and guidance
โโโ ๐ Gather and act on user feedback
โโโ ๐ Provide training and onboarding support
```text
## Troubleshooting
### Common Knowledge Base Issues
#### Poor Search Results
**Problem**: Users can't find the information they need
**Solutions**:
- Review and improve content tagging and categorization
- Enhance search keywords and metadata
- Analyze user search patterns and optimize for common queries
- Improve content structure and organization
- Consider user training on effective search techniques
#### Outdated Information
**Problem**: Knowledge base contains stale or incorrect information
**Solutions**:
- Implement automated content review and update cycles
- Establish clear ownership and maintenance responsibilities
- Set up alerts for content that needs regular updates
- Create feedback mechanisms for users to report issues
- Implement version control and change management processes
#### Low User Adoption
**Problem**: People aren't using the knowledge base effectively
**Solutions**:
- Improve user experience and interface design
- Provide comprehensive training and onboarding
- Integrate knowledge base access into existing workflows
- Demonstrate clear value and ROI to users
- Gather feedback and continuously improve based on user needs
## Related Features
- [File Management](/files-memory/files) - Document storage and organization
- [Memory System](/files-memory/memory) - Contextual AI memory
- [AI Tools Reference](/ai-tools/reference) - AI capabilities for knowledge processing
- [Search Functionality](/chats/search) - Advanced search and discovery
## What's Next?
Ready to build powerful knowledge bases for your organization? Here are your next steps:
1. **[Start with content planning](/files-memory/knowledge#content-strategy)** and identify key knowledge areas
2. **[Import existing documentation](/files-memory/files)** to build your initial knowledge base
3. **[Review knowledge base features](/files-memory/knowledge)** to optimize findability
4. **[Train AI agents](/agents/creating)** to leverage your knowledge base effectively
---
*Need help building your knowledge base? Contact our [support team](/support/contact).*

