{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"tool_dataspot","slug":"dataspot","name":"Dataspot","type":"product","url":"https://dataspot.ai","page_url":"https://unfragile.ai/dataspot","categories":["data-analysis"],"tags":[],"pricing":{"model":"freemium","free":true,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"tool_dataspot__cap_0","uri":"capability://data.analysis.4.dimensional.metadata.mapping","name":"4-dimensional metadata mapping","description":"Captures and organizes metadata across four dimensions (data lineage, quality metrics, governance relationships, and compliance attributes) to provide comprehensive visibility into data assets. Goes beyond traditional 2D spreadsheet-based cataloging by creating interconnected metadata models.","intents":["I need to understand how data flows through our entire organization","I want to see all relationships between data assets and their quality metrics","I need to document data lineage for regulatory audits","I want to track governance relationships across my data ecosystem"],"best_for":["Mid-to-large enterprises","Organizations with complex data ecosystems","Teams with dedicated data governance roles"],"limitations":["Steep learning curve for the metadata model","Smaller teams often underutilize the platform without governance expertise","Requires significant onboarding investment"],"requires":["Access to data asset inventory","Understanding of data relationships","Dedicated data governance personnel"],"input_types":["data asset catalogs","lineage documentation","governance policies"],"output_types":["4-dimensional metadata models","lineage visualizations","governance relationship maps"],"categories":["data-analysis","productivity"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_dataspot__cap_1","uri":"capability://data.analysis.data.lineage.tracking","name":"data lineage tracking","description":"Traces the origin, movement, and transformation of data across systems and processes to create a complete audit trail. Enables users to see exactly where data comes from, how it's transformed, and where it flows.","intents":["I need to trace where a specific data point originated","I want to understand all transformations applied to a dataset","I need to identify downstream impacts when a data source changes","I want to create audit trails for compliance documentation"],"best_for":["Compliance-focused organizations","Enterprises with multi-system data pipelines","Teams managing regulated data"],"limitations":["Requires integration with multiple data systems","Complex lineage can be difficult to visualize without proper training"],"requires":["Connected data systems","Access to transformation logs","System integration capabilities"],"input_types":["data pipeline logs","system integration data","transformation records"],"output_types":["lineage diagrams","audit trails","impact analysis reports"],"categories":["data-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_dataspot__cap_2","uri":"capability://data.analysis.data.quality.metrics.aggregation","name":"data quality metrics aggregation","description":"Collects, calculates, and displays quality metrics across data assets to provide visibility into data health and reliability. Integrates quality measurements as a dimension within the broader metadata framework.","intents":["I want to see quality scores for all our data assets","I need to identify data quality issues before they impact downstream systems","I want to track quality improvements over time","I need to prioritize data remediation efforts"],"best_for":["Data-driven organizations","Teams managing large data volumes","Organizations with quality assurance requirements"],"limitations":["Quality metrics require proper definition and calculation setup","Effectiveness depends on data quality rules being properly configured"],"requires":["Data quality rules definition","Access to data assets","Quality measurement infrastructure"],"input_types":["data assets","quality rules","measurement data"],"output_types":["quality scorecards","metric dashboards","quality reports"],"categories":["data-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_dataspot__cap_3","uri":"capability://productivity.governance.relationship.documentation","name":"governance relationship documentation","description":"Maps and documents relationships between data assets, policies, roles, and compliance requirements to create a comprehensive governance framework. Establishes connections between data, people, processes, and regulations.","intents":["I need to document who owns each data asset","I want to link data assets to compliance requirements","I need to show relationships between policies and data","I want to track governance responsibilities across teams"],"best_for":["Regulated industries","Large organizations with complex governance needs","Teams managing data privacy and compliance"],"limitations":["Requires clear governance policies to be defined upfront","Relationship mapping can become complex in large organizations"],"requires":["Defined governance policies","Organizational structure data","Compliance requirement documentation"],"input_types":["governance policies","organizational data","compliance requirements","role definitions"],"output_types":["governance maps","responsibility matrices","compliance documentation"],"categories":["productivity"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_dataspot__cap_4","uri":"capability://productivity.regulatory.compliance.documentation","name":"regulatory compliance documentation","description":"Generates and maintains documentation required for regulatory audits and compliance verification. Automatically creates audit-ready reports that demonstrate data governance practices and lineage.","intents":["I need to prepare documentation for a compliance audit","I want to prove our data governance practices to regulators","I need to generate compliance reports quickly","I want to maintain audit trails for regulatory requirements"],"best_for":["Regulated industries (finance, healthcare, etc.)","Organizations undergoing compliance audits","Teams managing regulatory requirements"],"limitations":["Documentation quality depends on metadata completeness","Regulatory requirements vary by jurisdiction and industry"],"requires":["Complete metadata in the system","Defined compliance requirements","Governance documentation"],"input_types":["metadata","governance records","compliance policies"],"output_types":["audit reports","compliance documentation","evidence packages"],"categories":["productivity"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_dataspot__cap_5","uri":"capability://data.analysis.data.asset.cataloging","name":"data asset cataloging","description":"Creates and maintains a comprehensive catalog of all data assets within an organization, including metadata, ownership, and classification. Provides a searchable inventory of data resources.","intents":["I want to find where a specific dataset is stored","I need to see all data assets owned by a particular team","I want to search for data by business term or classification","I need to understand what data assets we have"],"best_for":["Organizations with distributed data systems","Teams managing large numbers of data assets","Enterprises needing data discovery"],"limitations":["Catalog completeness depends on system integration","Requires ongoing maintenance to stay current"],"requires":["Access to data systems","Asset metadata","Classification schemes"],"input_types":["data system inventories","asset metadata","classification data"],"output_types":["data catalogs","asset inventories","searchable directories"],"categories":["data-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_dataspot__cap_6","uri":"capability://productivity.governance.workflow.implementation","name":"governance workflow implementation","description":"Enables teams to define, implement, and execute data governance workflows and processes. Provides templates and guidance for establishing governance practices within organizations.","intents":["I want to establish a data governance process for our team","I need to implement approval workflows for data access","I want to create a data stewardship program","I need to define and enforce data governance policies"],"best_for":["Organizations establishing governance programs","Teams without existing governance frameworks","Mid-to-large enterprises"],"limitations":["Requires organizational buy-in and change management","Effectiveness depends on proper training and adoption"],"requires":["Organizational commitment","Defined governance objectives","Stakeholder engagement"],"input_types":["governance requirements","organizational structure","policy definitions"],"output_types":["workflow processes","governance frameworks","implementation guides"],"categories":["productivity"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_dataspot__cap_7","uri":"capability://productivity.consulting.guided.governance.setup","name":"consulting-guided governance setup","description":"Provides expert consulting services to help organizations design and implement data governance strategies. Offers methodology guidance and best practices rather than leaving teams to implement alone.","intents":["I need expert help designing our data governance strategy","I want to learn best practices for data management","I need guidance on implementing governance in our organization","I want to avoid common mistakes in governance implementation"],"best_for":["Organizations new to data governance","Enterprises with complex governance needs","Teams lacking internal governance expertise"],"limitations":["Consulting services require additional investment","Effectiveness depends on organizational readiness"],"requires":["Budget for consulting services","Organizational commitment","Stakeholder availability"],"input_types":["organizational context","governance requirements","current state assessment"],"output_types":["governance strategies","implementation roadmaps","best practice guides"],"categories":["productivity"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_dataspot__cap_8","uri":"capability://productivity.freemium.governance.pilot","name":"freemium governance pilot","description":"Enables organizations to test and pilot data governance workflows and capabilities before committing to enterprise plans. Reduces adoption friction by allowing teams to experience the platform at no cost.","intents":["I want to try data governance without committing budget","I need to evaluate if this platform fits our needs","I want to pilot governance workflows with my team","I need to get stakeholder buy-in before purchasing"],"best_for":["Organizations evaluating governance solutions","Teams with limited initial budget","Enterprises wanting to reduce adoption risk"],"limitations":["Freemium tier has limited functionality","Pricing transition to paid tiers is poorly signposted","May not support full-scale deployments"],"requires":["Freemium account access","Basic data assets to catalog"],"input_types":["sample data assets","governance requirements"],"output_types":["pilot governance setup","evaluation results"],"categories":["productivity"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":44,"verified":false,"data_access_risk":"low","permissions":["Access to data asset inventory","Understanding of data relationships","Dedicated data governance personnel","Connected data systems","Access to transformation logs","System integration capabilities","Data quality rules definition","Access to data assets","Quality measurement infrastructure","Defined governance policies"],"failure_modes":["Steep learning curve for the metadata model","Smaller teams often underutilize the platform without governance expertise","Requires significant onboarding investment","Requires integration with multiple data systems","Complex lineage can be difficult to visualize without proper training","Quality metrics require proper definition and calculation setup","Effectiveness depends on data quality rules being properly configured","Requires clear governance policies to be defined upfront","Relationship mapping can become complex in large organizations","Documentation quality depends on metadata completeness","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.39999999999999997,"quality":0.77,"ecosystem":0.25,"match_graph":0.25,"freshness":0.75,"weights":{"adoption":0.25,"quality":0.25,"ecosystem":0.1,"match_graph":0.35,"freshness":0.05}},"observed_outcomes":{"matches":0,"success_rate":0,"avg_confidence":0,"top_intents":[],"last_matched_at":null},"maintenance":{"status":"active","updated_at":"2026-05-24T12:16:30.282Z","last_scraped_at":"2026-04-05T13:23:42.549Z","last_commit":null},"community":{"stars":null,"forks":null,"weekly_downloads":null,"model_downloads":null,"model_likes":null}},"distribution":{"claim_url":"https://unfragile.ai/submit?claim=dataspot","compare_url":"https://unfragile.ai/compare?artifact=dataspot"}},"signature":"jzNQifQIrz4NAi7iyoHfvqDvWtCsde57j/QICHWIJmqnLUY0uM+jDbLalTs+JykKmjOwAnuwjwddaxnEu2nOAg==","signedAt":"2026-06-21T23:37:05.785Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/dataspot","artifact":"https://unfragile.ai/dataspot","verify":"https://unfragile.ai/api/v1/verify?slug=dataspot","publicKey":"https://unfragile.ai/api/v1/trust-passport-public-key","spec":"https://unfragile.ai/trust","schema":"https://unfragile.ai/schema.json","docs":"https://unfragile.ai/docs"}}