{"componentChunkName":"component---src-templates-storyblok-entry-js","path":"/blog/mcp-server-ai-metadata-integration/","result":{"pageContext":{"story":{"id":"storyblokentry-173265864216016-default","name":"Now You Can Trust Your AI Assistants","created_at":"2026-05-05T14:20:36.370Z","uuid":"c20477cf-be8c-4604-8642-d0c51acb7199","slug":"mcp-server-ai-metadata-integration","full_slug":"blog/mcp-server-ai-metadata-integration","content":"{\"tag\":\"Artificial Intelligence\",\"_uid\":\"a85484aa-d3f0-4191-bd03-f085348af6f3\",\"seoMeta\":{\"_uid\":\"caca655c-ef32-42c2-a7ce-c0fd8e419d92\",\"title\":\"Connect AI Assistants to Governed Metadata with the Accurity MCP Server | Accurity Blog\",\"plugin\":\"accurity_meta\",\"ogImage\":\"https://a.storyblok.com/f/91820/1200x630/60f99124bf/blog-post-ai-assistants-og-img-copy.png\",\"priority\":0.7,\"changefreq\":\"daily\",\"description\":\"The Accurity MCP Server lets any MCP-compatible AI assistant query and update governed metadata in Accurity, including business terms, catalog, lineage, classifications, data quality results, custom properties, and reference data. Built on the open Model Context Protocol. Trustworthy AI starts with trusted context. \"},\"blogBody\":{\"type\":\"doc\",\"content\":[{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"The fix is context: shared business meaning, metadata, lineage, quality rules, and ownership. The practical question is how to deliver that context to the AI assistants your teams already use. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"The \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]},{\"text\":\"Accurity MCP Server\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}},{\"type\":\"bold\"}]},{\"text\":\" is that delivery mechanism. It exposes Accurity’s governed metadata to any AI assistant that supports the open Model Context Protocol. Claude, ChatGPT, Microsoft Copilot, and any other MCP-compatible client can now ask Accurity instead of guessing, and act on what they learn. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"heading\",\"attrs\":{\"level\":2,\"textAlign\":null},\"content\":[{\"text\":\"What Is the MCP Server?\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#000000\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"Model Context Protocol (MCP) is an open standard for connecting AI assistants to external systems. The Accurity MCP Server implements that standard and exposes Accurity’s metadata as a set of tools the AI can use in real time. The server is offered as an add-on, with multiple delivery options to fit on-premises and cloud installations alike. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#000000\"}}]},{\"type\":\"image\",\"attrs\":{\"id\":202604934109205,\"alt\":\"\",\"src\":\"https://a.storyblok.com/f/91820/880x600/a3fff2de8c/blog-post-ai-assistants-main-blog-image.png\",\"title\":\"\",\"source\":\"\",\"copyright\":\"\",\"meta_data\":{}}}]},{\"type\":\"heading\",\"attrs\":{\"level\":2,\"textAlign\":null},\"content\":[{\"text\":\"What Questions Can Your Team Ask?\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#000000\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"Through the MCP Server, AI assistants can answer real data questions on demand. A few examples of what becomes possible from any chat window: \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"bullet_list\",\"content\":[{\"type\":\"list_item\",\"content\":[{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"“What does our company mean by ‘Active Customer’?”\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}},{\"type\":\"italic\"}]},{\"text\":\" returns the official glossary definition with its owner. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]}]}]},{\"type\":\"bullet_list\",\"content\":[{\"type\":\"list_item\",\"content\":[{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"“Where is sensitive customer data stored and how is it classified?”\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}},{\"type\":\"italic\"}]},{\"text\":\" returns the right datasets, their classifications, and stewards. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]}]}]},{\"type\":\"bullet_list\",\"content\":[{\"type\":\"list_item\",\"content\":[{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"“Show me the lineage for the revenue calculation.”\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}},{\"type\":\"italic\"}]},{\"text\":\" returns end-to-end technical and business lineage. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]}]}]},{\"type\":\"bullet_list\",\"content\":[{\"type\":\"list_item\",\"content\":[{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"“Which datasets are certified and meet our quality threshold?”\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}},{\"type\":\"italic\"}]},{\"text\":\" returns assets filtered by data quality results. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]}]}]},{\"type\":\"bullet_list\",\"content\":[{\"type\":\"list_item\",\"content\":[{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"“Who do I ask if I want to change this field?”\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}},{\"type\":\"italic\"}]},{\"text\":\" returns the responsible domain and steward. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]}]}]},{\"type\":\"bullet_list\",\"content\":[{\"type\":\"list_item\",\"content\":[{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"“What are the standard reference values for country codes?”\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}},{\"type\":\"italic\"}]},{\"text\":\" returns the right reference list. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"Behind the scenes, the AI can reach the full Accurity metadata graph: business glossary, data catalog, lineage, ownership and domains, classifications, data quality results, custom properties, and reference data. Capabilities exposed through the MCP Server include search and discovery, lineage traversal, glossary read and write, classification read and write, ownership lookup, data quality result lookup, and reference data access. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"heading\",\"attrs\":{\"level\":2,\"textAlign\":null},\"content\":[{\"text\":\"Beyond Reading: AI Can Also Take Action\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#000000\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"The MCP Server is bidirectional. Beyond answering questions, AI assistants can also create and update governed metadata in Accurity. This unlocks a new category of AI-powered governance work that until now had to be done by hand: \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"bullet_list\",\"content\":[{\"type\":\"list_item\",\"content\":[{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"“Suggest a definition for the new term Active Customer based on how it is used in our catalog.”\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}},{\"type\":\"italic\"}]},{\"text\":\" AI proposes a draft glossary term, ready for human review. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]}]}]},{\"type\":\"bullet_list\",\"content\":[{\"type\":\"list_item\",\"content\":[{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"“Add this column to the existing data structure description and update its classification to PII.”\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}},{\"type\":\"italic\"}]},{\"text\":\" AI updates the metadata on the right asset. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]}]}]},{\"type\":\"bullet_list\",\"content\":[{\"type\":\"list_item\",\"content\":[{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"“Link these business terms to the matching catalog objects.”\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}},{\"type\":\"italic\"}]},{\"text\":\" AI proposes the connections, complementing the existing Accurity Business Lineage AI Suggestions feature. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]}]}]},{\"type\":\"bullet_list\",\"content\":[{\"type\":\"list_item\",\"content\":[{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"“Tag all datasets in the Finance domain with the responsible steward.”\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}},{\"type\":\"italic\"}]},{\"text\":\" AI applies bulk updates within the steward’s authorized scope. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"Every change follows the same role-based permissions and Domain Management rules that govern human users, and every change is auditable. AI does the busywork. Your stewards stay in control. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"heading\",\"attrs\":{\"level\":2,\"textAlign\":null},\"content\":[{\"text\":\"See It in Action\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#000000\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"Three short examples of what becomes possible: \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"bullet_list\",\"content\":[{\"type\":\"list_item\",\"content\":[{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"A data analyst asks Claude: \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}},{\"type\":\"bold\"}]},{\"text\":\"“Which tables hold our customer revenue data, who owns them, and what is the data quality score?”\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}},{\"type\":\"italic\"}]},{\"text\":\" Claude calls the Accurity MCP Server and returns the right tables, the owner, and the latest DQ result, all grounded in governed metadata. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]}]}]},{\"type\":\"bullet_list\",\"content\":[{\"type\":\"list_item\",\"content\":[{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"A compliance officer asks Microsoft Copilot: \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}},{\"type\":\"bold\"}]},{\"text\":\"“Which datasets contain PII classified data and who is the steward?”\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}},{\"type\":\"italic\"}]},{\"text\":\" Copilot returns the classified assets, their stewards, and the lineage of where the data flows. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]}]}]},{\"type\":\"bullet_list\",\"content\":[{\"type\":\"list_item\",\"content\":[{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"A data engineer asks ChatGPT: \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}},{\"type\":\"bold\"}]},{\"text\":\"“Add a new business term ‘Active Customer’ linked to the customers table and propose a definition.”\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}},{\"type\":\"italic\"}]},{\"text\":\" ChatGPT creates a draft term in Accurity, ready for a human steward to review and approve. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]}]}]},{\"type\":\"heading\",\"attrs\":{\"level\":2,\"textAlign\":null},\"content\":[{\"text\":\"Key Benefits\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#000000\"}}]}]},{\"type\":\"bullet_list\",\"content\":[{\"type\":\"list_item\",\"content\":[{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"Ground AI assistants in trusted metadata\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}},{\"type\":\"bold\"}]},{\"text\":\", so answers are based on governed business context instead of guesswork \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]}]}]},{\"type\":\"bullet_list\",\"content\":[{\"type\":\"list_item\",\"content\":[{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"Reduce AI misinterpretation\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}},{\"type\":\"bold\"}]},{\"text\":\" in workflows that touch enterprise data \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]}]}]},{\"type\":\"bullet_list\",\"content\":[{\"type\":\"list_item\",\"content\":[{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"Empower business users\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}},{\"type\":\"bold\"}]},{\"text\":\" to query the catalog and glossary in natural language from any MCP-compatible assistant \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]}]}]},{\"type\":\"bullet_list\",\"content\":[{\"type\":\"list_item\",\"content\":[{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"Let AI take action under control\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}},{\"type\":\"bold\"}]},{\"text\":\", since both read and write operations follow Accurity’s existing roles and domains \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]}]}]},{\"type\":\"bullet_list\",\"content\":[{\"type\":\"list_item\",\"content\":[{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"Future-proof your AI stack\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}},{\"type\":\"bold\"}]},{\"text\":\" with an open standard adopted across the industry \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]}]}]},{\"type\":\"heading\",\"attrs\":{\"level\":2,\"textAlign\":null},\"content\":[{\"text\":\"Why It Matters\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#000000\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"Most enterprise AI pilots stall in production because the agents lack trusted business context. Without knowing what the company means by “customer,” what classifies as PII, or which dataset is certified, the model guesses, and guesses become risk. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"Metadata is the missing context. By exposing Accurity’s governed metadata through the open MCP standard, the Accurity MCP Server brings business meaning, ownership, classifications, and quality directly to the AI tools your teams already use. This joins Accurity to the open standard adopted across the leading governance platforms, while preserving the breadth of coverage that Accurity customers expect from a single source. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"When AI assistants can ask Accurity instead of guessing, governance becomes an enabler of AI, not a bottleneck. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"👉 Learn more about how the \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]},{\"text\":\"Accurity MCP Server\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}},{\"type\":\"bold\"}]},{\"text\":\" brings governed metadata to your AI assistants. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]}]},\"readTime\":\"4 min read\",\"blogTitle\":\"Now You Can Trust Your AI Assistants\",\"component\":\"Blog\",\"ctaBanner\":{\"name\":\"Demo Sign Up Banner\",\"created_at\":\"2020-10-06T07:44:04.047Z\",\"published_at\":\"2022-11-08T12:35:54.864Z\",\"alternates\":[],\"id\":22753865,\"uuid\":\"1683c92b-5601-4ae1-9eef-1306312a0acc\",\"content\":{\"_uid\":\"1800820a-5a48-4f42-b497-fc32c55c653a\",\"image\":{\"id\":null,\"alt\":null,\"name\":\"\",\"focus\":null,\"title\":null,\"filename\":\"\",\"copyright\":null,\"fieldtype\":\"asset\"},\"notes\":\"\",\"style\":\"\",\"title\":\"Want to see Accurity for yourself?\",\"ctaLink\":{\"id\":\"\",\"url\":\"/demo/\",\"linktype\":\"url\",\"fieldtype\":\"multilink\",\"cached_url\":\"/demo/\"},\"component\":\"ctaBanner\",\"ctaButton\":\"GET YOUR DEMO\",\"paragraph\":\"Get a free personalized 1-on-1 demo.\"},\"slug\":\"demo-sign-up-banner\",\"full_slug\":\"cta-banners/demo-sign-up-banner\",\"default_full_slug\":null,\"sort_by_date\":null,\"position\":90,\"tag_list\":[],\"is_startpage\":false,\"parent_id\":22655200,\"meta_data\":null,\"group_id\":\"c739c2d6-5689-4ebd-8059-b4c4ac40c513\",\"first_published_at\":\"2020-10-09T14:08:27.060Z\",\"release_id\":null,\"lang\":\"default\",\"path\":null,\"translated_slugs\":[]},\"resources\":[{\"name\":\"Classify Sensitive Data the Way Real Organizations Work\",\"created_at\":\"2026-05-05T14:04:31.841Z\",\"published_at\":\"2026-06-23T12:09:07.481Z\",\"alternates\":[],\"id\":173261913492250,\"uuid\":\"466fc017-0e61-4b0d-9a33-c2b97b344516\",\"content\":{\"tag\":\"Feature update\",\"_uid\":\"a85484aa-d3f0-4191-bd03-f085348af6f3\",\"seoMeta\":{\"_uid\":\"caca655c-ef32-42c2-a7ce-c0fd8e419d92\",\"title\":\"Governed Data Classification with Inheritance, Built for Compliance  | Accurity Blog\",\"plugin\":\"accurity_meta\",\"ogImage\":\"https://a.storyblok.com/f/91820/2500x1312/7a3d3e4bc2/classification-og-img.jpg\",\"priority\":0.7,\"changefreq\":\"daily\",\"description\":\"Accurity Data Classifications combine governed taxonomy, expert stewardship separate from domain ownership, and automatic hierarchical inheritance. Built for GDPR, BCBS 239, EHDS, DORA, AI Act, and HIPAA compliance. \"},\"blogBody\":{\"type\":\"doc\",\"content\":[{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"In Finance, the domain owner is accountable for the metadata, while data stewards manage the day-to-day work. They understand the business meaning of every column, the right definitions, and the upstream sources. They are not privacy experts, and that should not be their role. Asking them to decide what counts as PII inside their domain is asking the wrong question. The same applies to Marketing, HR, Operations, and every other domain. The expertise that decides \\\"this is PII\\\" lives in a different team altogether. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#000000\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"That is why \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#000000\"}}]},{\"text\":\"Accurity Data Classifications \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#000000\"}},{\"type\":\"bold\"}]},{\"text\":\"reflect how governance responsibilities are actually divided in real organizations. Privacy and compliance experts maintain the classification taxonomy and decide what gets classified. Domain owners and data stewards continue to manage their domain metadata. Classifications then propagate automatically through the data hierarchy, so coverage stays complete without anyone chasing it.\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#000000\"}}]}]},{\"type\":\"heading\",\"attrs\":{\"level\":2,\"textAlign\":null},\"content\":[{\"text\":\"Two Capabilities, One Launch\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#000000\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"Data Classifications brings together two capabilities that belong together: \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"bullet_list\",\"content\":[{\"type\":\"list_item\",\"content\":[{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"Governed classification.\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}},{\"type\":\"bold\"}]},{\"text\":\" The classification taxonomy (PII, Confidential, GDPR-relevant, and so on) is owned by classification stewards. Only they can define classifications and apply them to assets. Assignment can also go through approval workflows, so every label is intentional and auditable. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]}]}]},{\"type\":\"bullet_list\",\"content\":[{\"type\":\"list_item\",\"content\":[{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"Inherited classification.\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}},{\"type\":\"bold\"}]},{\"text\":\" When an object is classified, the classification automatically flows down its hierarchy. Classify a schema, and its tables and fields inherit it. Classify a term group, and its terms inherit it. Classify a domain in the business data model, and its entities and attributes inherit it. Coverage is complete from one decision. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"type\":\"image\",\"attrs\":{\"id\":176731473321902,\"alt\":\"\",\"src\":\"https://a.storyblok.com/f/91820/267x150/d72e99b416/clasification2.svg\",\"title\":\"\",\"source\":\"\",\"copyright\":\"\",\"meta_data\":{}}}]},{\"type\":\"heading\",\"attrs\":{\"level\":2,\"textAlign\":null},\"content\":[{\"text\":\"Expertise Where It Belongs\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#000000\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"Accurity’s \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]},{\"text\":\"Domain Management\",\"type\":\"text\",\"marks\":[{\"type\":\"link\",\"attrs\":{\"href\":\"https://www.accurity.ai/platform/all-features/\",\"uuid\":null,\"anchor\":null,\"target\":\"_blank\",\"linktype\":\"url\"}},{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#0563C1\"}},{\"type\":\"underline\"}]},{\"text\":\" already lets organizations delegate metadata stewardship by domain, so Finance owns Finance, HR owns HR, and so on. Data Classifications adds a second, parallel stewardship dimension: classification stewardship. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"Classification stewards are typically your privacy officers, security architects, or compliance leads. They work across domains and apply classifications wherever needed. Domain stewards continue to own their domain content, but classifications are off-limits to them. The two stewardships meet at the asset, but neither steps on the other. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"The result is a model that mirrors how regulated organizations actually operate. Privacy decisions stay with privacy experts. Domain decisions stay with domain experts. Audit gets a clean record of who decided what, and why. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"heading\",\"attrs\":{\"level\":2,\"textAlign\":null},\"content\":[{\"text\":\"Classify Once, Cover Everything\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#000000\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"Classifying every individual data object by hand does not scale. Inherited classification solves this in two ways, both available today. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"Hierarchical inheritance\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}},{\"type\":\"bold\"}]},{\"text\":\" propagates classifications down through the object hierarchy: \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"bullet_list\",\"content\":[{\"type\":\"list_item\",\"content\":[{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"Data catalog: \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}},{\"type\":\"bold\"}]},{\"text\":\"classify a data structure, and its data fields inherit the classification. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]}]}]},{\"type\":\"bullet_list\",\"content\":[{\"type\":\"list_item\",\"content\":[{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"Business glossary: \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}},{\"type\":\"bold\"}]},{\"text\":\"classify a term group, and its terms inherit the classification. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]}]}]},{\"type\":\"bullet_list\",\"content\":[{\"type\":\"list_item\",\"content\":[{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"Business data model: \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}},{\"type\":\"bold\"}]},{\"text\":\"classify a parent entity, and its attributes inherit the classification. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"Lineage-based inheritance\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}},{\"type\":\"bold\"}]},{\"text\":\" propagates classifications downstream through Accurity’s lineage graph. Classify a source field as PII, and every derived dataset that depends on it inherits the same classification automatically. As data moves through pipelines, transformations, and reporting layers, sensitivity follows it. Privacy stewards classify at the source once, and coverage extends across every downstream asset that carries the same data, no matter how many systems it passes through. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"A privacy steward applying “PII” to a customer table classifies every column inside it through hierarchy, and every downstream report that uses that data through lineage. One decision, complete coverage. If a new column or downstream table appears later, it inherits the classification automatically. No manual catch-up, no coverage gaps, no last-minute audit panic. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"heading\",\"attrs\":{\"level\":2,\"textAlign\":null},\"content\":[{\"text\":\"See It in Action\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#000000\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"Three short examples of what becomes possible: \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"bullet_list\",\"content\":[{\"type\":\"list_item\",\"content\":[{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"A privacy officer classifies the customers table as PII. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}},{\"type\":\"bold\"}]},{\"text\":\"All 47 columns inherit the classification instantly. The Finance and Marketing stewards who use this table see the PII flag, but cannot remove or change it. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]}]}]},{\"type\":\"bullet_list\",\"content\":[{\"type\":\"list_item\",\"content\":[{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"A compliance lead reviews GDPR-relevant data across the organization. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}},{\"type\":\"bold\"}]},{\"text\":\"A single search returns every classified asset, regardless of which domain owns it, because classifications cut across domains by design. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]}]}]},{\"type\":\"bullet_list\",\"content\":[{\"type\":\"list_item\",\"content\":[{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"A new column appears in a classified table. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}},{\"type\":\"bold\"}]},{\"text\":\"It inherits PII automatically. The HR domain steward who added it does not have to remember a privacy rule, and the privacy steward does not have to police every change. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"type\":\"image\",\"attrs\":{\"id\":190573708439247,\"alt\":\"\",\"src\":\"https://a.storyblok.com/f/91820/1128x663/3cf0530393/classification-header-img.jpg\",\"title\":\"\",\"source\":\"\",\"copyright\":\"\",\"meta_data\":{}}}]},{\"type\":\"heading\",\"attrs\":{\"level\":2,\"textAlign\":null},\"content\":[{\"text\":\"Key Benefits\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#000000\"}},{\"type\":\"bold\"}]}]},{\"type\":\"bullet_list\",\"content\":[{\"type\":\"list_item\",\"content\":[{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"Match real organizational structure\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}},{\"type\":\"bold\"}]},{\"text\":\", with parallel stewardship for domain experts and classification experts \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]}]}]},{\"type\":\"bullet_list\",\"content\":[{\"type\":\"list_item\",\"content\":[{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"Scale coverage automatically\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}},{\"type\":\"bold\"}]},{\"text\":\" through hierarchical inheritance, so classifications reach every relevant asset without manual work \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]}]}]},{\"type\":\"bullet_list\",\"content\":[{\"type\":\"list_item\",\"content\":[{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"Strengthen compliance posture\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}},{\"type\":\"bold\"}]},{\"text\":\" for GDPR, BCBS 239, EHDS, DORA, AI Act, HIPAA, and internal regulatory requirements \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]}]}]},{\"type\":\"bullet_list\",\"content\":[{\"type\":\"list_item\",\"content\":[{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"Keep audits clean\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}},{\"type\":\"bold\"}]},{\"text\":\" with a complete trail of who applied or changed each classification, and when \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]}]}]},{\"type\":\"bullet_list\",\"content\":[{\"type\":\"list_item\",\"content\":[{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"Reduce risk of human error\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}},{\"type\":\"bold\"}]},{\"text\":\", since the people who own data cannot accidentally misclassify it, and the people with classification authority do not have to chase every asset \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]}]}]},{\"type\":\"heading\",\"attrs\":{\"level\":2,\"textAlign\":null},\"content\":[{\"text\":\"Why It Matters \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#000000\"}},{\"type\":\"bold\"}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"The wave of new regulation is not slowing down. GDPR set the baseline. BCBS 239, EHDS, DORA, the AI Act, and a growing list of national rules each ask the same fundamental question: do you know which of your data is sensitive, and can you prove it? \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"Tagging data sensitive is easy. Doing it credibly, consistently, and across an organization that operates in domains is hard. Data Classifications is built for that hard problem. Privacy experts set the standard once, the platform enforces it, and inheritance ensures every asset that should carry a classification actually does. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"When the standard is owned by the right people and applied automatically where it belongs, compliance stops being a fire drill. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"heading\",\"attrs\":{\"level\":2,\"textAlign\":null},\"content\":[{\"text\":\"What Comes Next\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#000000\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"Today’s release covers governed taxonomy, governed assignment, and hierarchical inheritance. The roadmap continues with four directional capabilities, all designed to make classifications even more automatic and powerful: \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"bullet_list\",\"content\":[{\"type\":\"list_item\",\"content\":[{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"Automatic discovery and scanning: \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}},{\"type\":\"bold\"}]},{\"text\":\"detect sensitive data automatically through pattern matching and AI-driven recognition, surfacing PII, financial, or regulated data candidates for classification stewards to review. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]}]}]},{\"type\":\"bullet_list\",\"content\":[{\"type\":\"list_item\",\"content\":[{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"Lineage-based propagation: \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}},{\"type\":\"bold\"}]},{\"text\":\"classifications flow downstream through Accurity’s lineage graph, so a PII source automatically classifies the derived tables that depend on it. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]}]}]},{\"type\":\"bullet_list\",\"content\":[{\"type\":\"list_item\",\"content\":[{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"Bottom-up aggregation: \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}},{\"type\":\"bold\"}]},{\"text\":\"classify columns like email, IBAN, or gender as PII, and the parent table and dataset are automatically flagged as containing PII, with no manual rollup needed. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]}]}]},{\"type\":\"bullet_list\",\"content\":[{\"type\":\"list_item\",\"content\":[{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"Classification-driven rules and enforcement: \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}},{\"type\":\"bold\"}]},{\"text\":\"classifications trigger access controls, alerts, and policies, turning labels into action. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"👉 Learn how \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]},{\"text\":\"Accurity Data Classifications\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}},{\"type\":\"bold\"}]},{\"text\":\" help your privacy and compliance teams govern with confidence, while your domain stewards stay focused on what they do best. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]}]},\"readTime\":\"5 min read\",\"blogTitle\":\"Classify Sensitive Data the Way Real Organizations Work\",\"component\":\"Blog\",\"ctaBanner\":\"1683c92b-5601-4ae1-9eef-1306312a0acc\",\"resources\":[\"c9238552-bd1a-4fb5-b06c-4f3556bc4fb4\",\"e84ae6b0-8877-474f-b3dc-e9474cd6b481\",\"d8c3ec03-4ca8-4784-82e5-b9e24b29c4dc\"],\"blogAuthor\":[\"69a0d6b2-f8c7-467d-9930-a1c6ee3a4146\"],\"headerImage\":{\"id\":190573708439247,\"alt\":\"\",\"name\":\"\",\"focus\":\"\",\"title\":\"\",\"source\":\"\",\"filename\":\"https://a.storyblok.com/f/91820/1128x663/3cf0530393/classification-header-img.jpg\",\"copyright\":\"\",\"fieldtype\":\"asset\",\"meta_data\":{},\"is_external_url\":false},\"datePublished\":\"February 26, 2026\",\"leadParagraph\":\"Every organization has data that needs special handling. Customer records subject to GDPR, financial data under BCBS 239, health data under EHDS, AI training datasets under the EU AI Act, healthcare records under HIPAA, and the long tail of internal classifications like Confidential or Restricted. Compliance starts with knowing which data needs special handling. In many tools, classification decisions still fall to domain teams, even when the expertise belongs with privacy, security, or compliance specialists. \",\"headerImageThumb\":{\"id\":190573708439247,\"alt\":\"\",\"name\":\"\",\"focus\":\"\",\"title\":\"\",\"source\":\"\",\"filename\":\"https://a.storyblok.com/f/91820/1128x663/3cf0530393/classification-header-img.jpg\",\"copyright\":\"\",\"fieldtype\":\"asset\",\"meta_data\":{},\"is_external_url\":false},\"headerImageBigThumb\":{\"id\":190573708394188,\"alt\":\"\",\"name\":\"\",\"focus\":\"\",\"title\":\"\",\"source\":\"\",\"filename\":\"https://a.storyblok.com/f/91820/663x373/53d857f788/classification-big-card-img.jpg\",\"copyright\":\"\",\"fieldtype\":\"asset\",\"meta_data\":{},\"is_external_url\":false}},\"slug\":\"data-classifications-governed-inherited\",\"full_slug\":\"blog/data-classifications-governed-inherited\",\"default_full_slug\":null,\"sort_by_date\":null,\"position\":-570,\"tag_list\":[],\"is_startpage\":false,\"parent_id\":55045951,\"meta_data\":null,\"group_id\":\"421fb414-fdc4-4132-9b69-2f277bdb5eac\",\"first_published_at\":\"2026-06-01T10:46:40.229Z\",\"release_id\":null,\"lang\":\"default\",\"path\":null,\"translated_slugs\":[]},{\"name\":\"Nephos\",\"created_at\":\"2025-10-12T10:51:01.984Z\",\"published_at\":\"2026-01-08T13:32:36.648Z\",\"alternates\":[],\"id\":100666007511202,\"uuid\":\"7eff84a9-4e98-443f-9c7c-df4af0f94882\",\"content\":{\"tag\":\"Business Glossary\",\"_uid\":\"8d284d6d-d3ec-4cd1-801e-a404414341b5\",\"seoMeta\":{\"_uid\":\"5cf87848-4fe6-4c9e-939c-d2c3ed1bfaa6\",\"title\":\"Partner Story: Nephos Technologies and Accurity | Accurity Blog\",\"plugin\":\"accurity_meta\",\"ogImage\":\"https://a.storyblok.com/f/91820/2500x1312/b19b332b73/partner-story-nephos-technologies-and-accurity-og-img.png\",\"priority\":0.7,\"changefreq\":\"daily\",\"description\":\"Read an interview with Lee Biggenden, the co-founder and CEO Nephos Technologies\"},\"blogBody\":{\"type\":\"doc\",\"content\":[{\"type\":\"heading\",\"attrs\":{\"level\":2,\"textAlign\":null},\"content\":[{\"text\":\"Getting to know Nephos\",\"type\":\"text\"}]},{\"type\":\"heading\",\"attrs\":{\"level\":3,\"textAlign\":null},\"content\":[{\"text\":\"To start, could you briefly introduce Nephos and your role there?\",\"type\":\"text\"}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"Nephos were founded 15 years ago and is a specialist data services partner providing end-to-end data governance services - covering strategy, tooling, managed services, and operational delivery across data-intensive industries. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"As Co-Founder and CEO, my role is to ensure that we continue to grow, innovate, and deliver the highest quality service possible. Our team are incredibly proud of our customer retention levels, consistently above 96% over the past 5 years, which I think is an excellent sign of the quality of our work and the long-term relationships that we build with our customers. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"heading\",\"attrs\":{\"level\":3,\"textAlign\":null},\"content\":[{\"text\":\"Which industries, solutions and services does Nephos focus on today?\",\"type\":\"text\"}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"Our primary field of expertise is data governance, which can support initiatives such as discovery and classification, DRD, or minimisation. In our work with Accurity, the focus is often on helping businesses leverage their data to drive more value-based outcomes. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"Whilst a number of our customers are in regulated industries like financial services and healthcare, we also serve some of the largest global brands in industries like engineering, as well as media and advertising. In truth, though, the services that we provide apply to any data-intensive business that is serious about how it manages and governs its data. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"heading\",\"attrs\":{\"level\":3,\"textAlign\":null},\"content\":[{\"text\":\"How would you sum up your mission and the value you bring to customers?\",\"type\":\"text\"}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"We exist because we believe that data has the power to drive smarter decisions, create competitive advantage, and unlock real innovation - but only when it’s governed, protected, and made accessible in the right way. Our purpose is to make that potential a reality for every enterprise we work with. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"There are few options out there when it comes to partners that can help organisations move beyond just buying tooling. Understanding the tooling is one part of the equation, but it has to work alongside people and process. Our value comes from our expertise in bringing these things together to operationalise data governance programmes and speed time to value. Our approach is very much focused on the customer outcome, which is critical.  \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"heading\",\"attrs\":{\"level\":3,\"textAlign\":null},\"content\":[{\"text\":\"When did Nephos first come across Accurity, and in what context?\",\"type\":\"text\"}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"As a business, we strive to continually innovate and establish new partnerships that enhance the value we deliver. About three years ago, while investigating various data catalogues and business glossary tools, we discovered the team at Accurity. We were seeking more cost-effective and more straightforward solutions than some of the more mainstream names in that market.\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]},{\"text\":\" \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#000000\"}}]}]},{\"type\":\"heading\",\"attrs\":{\"level\":2,\"textAlign\":null},\"content\":[{\"text\":\"How the partnership with Accurity began\",\"type\":\"text\"}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null}},{\"type\":\"heading\",\"attrs\":{\"level\":3,\"textAlign\":null},\"content\":[{\"text\":\"Why did you decide that Accurity was the right partner for Nephos?\",\"type\":\"text\"}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"Accurity offered a comprehensive platform that went far beyond addressing a single element of governance. Their solution integrated catalogue, glossary, data quality and lineage in a way that bridged an important gap compared to other offerings that can’t or don’t connect these elements for one single view of the customer’s data. This, combined with the commercial and support model as well as the collaborative engagement that we’ve experienced, made Accurity a very compelling partner.\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]},{\"text\":\" \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#000000\"}}]}]},{\"type\":\"heading\",\"attrs\":{\"level\":2,\"textAlign\":null},\"content\":[{\"text\":\"How you and Accurity work together\",\"type\":\"text\"}]},{\"type\":\"heading\",\"attrs\":{\"level\":3,\"textAlign\":null},\"content\":[{\"text\":\"How would you describe the nature of the partnership in practical terms?\",\"type\":\"text\"}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"The partnership is built on a system integrator model, with Nephos Technologies acting as the trusted advisor and implementation partner for our customers, and Accurity providing the innovative technology platform. Our delivery model offers flexibility for customers, allowing them to choose between a traditional integrator and implementation model or a managed service.\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]},{\"text\":\" \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#000000\"}}]}]},{\"type\":\"heading\",\"attrs\":{\"level\":2,\"textAlign\":null},\"content\":[{\"text\":\"Where Nephos and Accurity create the most value\",\"type\":\"text\"}]},{\"type\":\"heading\",\"attrs\":{\"level\":3,\"textAlign\":null},\"content\":[{\"text\":\"From the customer perspective, what does the combined Nephos and Accurity offering deliver?\",\"type\":\"text\"}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"Together, Nephos and Accurity help customers establish strong data foundations that enable them to unlock real value. While many organisations aim to drive analytics, AI, and digital transformation, their ambitions are hindered by a lack of trust and visibility into their data. By combining Accurity’s governance platform with Nephos’ practical expertise, we help customers create trusted environments that accelerate value realisation, improve compliance and set the stage for innovation. The combined strength of strategy and technology delivers outcomes that are both effective and lasting.\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]},{\"text\":\" \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#000000\"}}]}]},{\"type\":\"heading\",\"attrs\":{\"level\":3,\"textAlign\":null},\"content\":[{\"text\":\"What types of customer problems are you typically solving together?\",\"type\":\"text\"}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"Many organisations struggle to use their data because they cannot trust its quality, easily find it or fully understand it. Together, Nephos and Accurity address these issues by delivering solutions that create a common business language through glossaries, simplify discovery through catalogues and provide assurance through quality and lineage. These capabilities mean that business users can locate, trust and use their data with confidence, leading to better decisions and stronger outcomes. We are solving the fundamental challenge of making data truly usable.\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]},{\"text\":\" \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#000000\"}}]}]},{\"type\":\"heading\",\"attrs\":{\"level\":2,\"textAlign\":\"left\"},\"content\":[{\"text\":\"A closer look at the Vanquis Bank project\",\"type\":\"text\"}]},{\"type\":\"heading\",\"attrs\":{\"level\":3,\"textAlign\":null},\"content\":[{\"text\":\"Could you share an example of a successful joint engagement, such as Vanquis Bank?\",\"type\":\"text\"}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"One strong example is our work with Vanquis Bank, where we delivered cataloguing and glossary capabilities to support their new data platform. The Data Governance team wanted to embed strong governance practices from the outset, rather than retrofitting them later. By introducing these capabilities from day one, Vanquis was able to ensure that data management became a foundation of the platform, not an afterthought. This proactive approach set the tone for how data would be managed and used across the organisation.\",\"type\":\"text\"}]},{\"type\":\"heading\",\"attrs\":{\"level\":3,\"textAlign\":null},\"content\":[{\"text\":\"What outcomes did Vanquis see from the joint work?\",\"type\":\"text\"}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"The outcome was the successful delivery of a catalogue and glossary capability that was embedded within Vanquis’ data platform and processes, designed specifically for non-technical users. This meant that as data entered the platform, it was automatically brought within the scope of governance. The solution also laid the foundation for broader governance capabilities, including the introduction of Accurity Data Quality to measure, report and improve data quality.\",\"type\":\"text\"}]},{\"type\":\"heading\",\"attrs\":{\"level\":2,\"textAlign\":null},\"content\":[{\"text\":\"What Nephos gains from the partnership\",\"type\":\"text\"}]},{\"type\":\"heading\",\"attrs\":{\"level\":3,\"textAlign\":null},\"content\":[{\"text\":\"From your side, what benefits has Nephos seen from working with Accurity?\",\"type\":\"text\"}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"Working with Accurity has allowed us to add greater depth to our work and strengthen the range of capabilities we can provide to customers. By combining our governance expertise with Accurity’s platform, we can offer a more complete and compelling proposition. This has reinforced our position as a trusted advisor in the market and given us the ability to respond to customer challenges with greater confidence. The partnership has also created new opportunities to demonstrate our value through measurable outcomes.\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]},{\"text\":\" \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#000000\"}}]}]},{\"type\":\"heading\",\"attrs\":{\"level\":3,\"textAlign\":null},\"content\":[{\"text\":\"What kind of feedback do your customers share about engagements involving Accurity?\",\"type\":\"text\"}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"Customers consistently tell us they value our breadth of expertise and our ability to address governance challenges from multiple angles. By combining our services with platforms such as Accurity, we demonstrate that we are not limited to one-size-fits-all solutions, but rather seek out the right tools for their needs. Customers particularly appreciate that we can support them across the entire governance journey, from strategy through to implementation, backed by innovative technology partners that strengthen and extend our expertise.\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]},{\"text\":\" \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#000000\"}}]}]},{\"type\":\"heading\",\"attrs\":{\"level\":2,\"textAlign\":null},\"content\":[{\"text\":\"Challenges, lessons and how you work together\",\"type\":\"text\"}]},{\"type\":\"heading\",\"attrs\":{\"level\":3,\"textAlign\":null},\"content\":[{\"text\":\"Like any partnership, there are bumps in the road. What challenges have you faced, and how did you overcome them?\",\"type\":\"text\"}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"Like any new partnership, there have been some initial challenges as we worked through our first projects together. The most effective way to overcome these has been through open, regular and honest communication between our teams. By addressing challenges quickly and working collaboratively, we have been able to resolve issues and improve our processes. These early lessons have reinforced the importance of communication and helped establish stronger foundations for more efficient delivery and smoother collaboration in the future.\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]},{\"text\":\" \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#000000\"}}]}]},{\"type\":\"heading\",\"attrs\":{\"level\":3,\"textAlign\":null},\"content\":[{\"text\":\"What have you and your team learned from collaborating with Accurity so far?\",\"type\":\"text\"}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"The partnership has shown us the value of working with a partner that prioritises active communication and collaboration. Accurity has been consistently engaged and responsive, which has built trust and enabled us to work together effectively. For Nephos, this has highlighted that successful partnerships are not only about technology but about shared values and strong communication. This combination has enabled us to deliver better outcomes for customers while strengthening the partnership itself for long-term success.\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]},{\"text\":\" \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#000000\"}}]}]},{\"type\":\"heading\",\"attrs\":{\"level\":2,\"textAlign\":null},\"content\":[{\"text\":\"Looking ahead together\",\"type\":\"text\"}]},{\"type\":\"heading\",\"attrs\":{\"level\":3,\"textAlign\":null},\"content\":[{\"text\":\"Looking ahead, what are your goals for the next phase of the partnership?\",\"type\":\"text\"}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"Looking ahead, we want to expand our collaboration by reaching more customers who can benefit from Accurity’s platform and our expertise. We aim to establish Nephos as the go-to partner for deploying and running Accurity solutions, ensuring that customers not only adopt the technology but also achieve lasting value from it. By building on the progress we have made so far, we hope to scale the partnership, broaden its impact and deliver even greater outcomes for customers.\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]},{\"text\":\" \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#000000\"}}]}]},{\"type\":\"heading\",\"attrs\":{\"level\":2,\"textAlign\":null},\"content\":[{\"text\":\"The Accurity Business Glossary and Data Catalog solution\",\"type\":\"text\"}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"If you want to get started with our \",\"type\":\"text\"},{\"text\":\"Accurity Business Glossary and Data Catalog solution\",\"type\":\"text\",\"marks\":[{\"type\":\"link\",\"attrs\":{\"href\":\"https://www.accurity.ai/solutions/business-glossary-and-data-catalog/\",\"uuid\":null,\"anchor\":null,\"target\":\"_blank\",\"linktype\":\"url\"}}]},{\"text\":\" you can \",\"type\":\"text\"},{\"text\":\"sign up for our SaaS version for free\",\"type\":\"text\",\"marks\":[{\"type\":\"link\",\"attrs\":{\"href\":\"https://app.accurity.ai/sign-up\",\"uuid\":null,\"anchor\":null,\"target\":\"_blank\",\"linktype\":\"url\"}}]},{\"text\":\" – start evaluating the features and the value, they can bring to you and your business.\",\"type\":\"text\"}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null}}]},\"readTime\":\"18.5 min read\",\"blogTitle\":\"Partner Story: Nephos Technologies and Accurity\",\"component\":\"Blog\",\"ctaBanner\":\"a3ef95b1-bd66-4519-a094-3bc5277e956e\",\"resources\":[\"b886815c-7b07-422c-b1a8-eb06ca5d0d29\",\"22fda2db-d35a-424a-97cd-31252ae165a8\",\"a0403990-b694-4e5b-b993-7c98340e5283\"],\"blogAuthor\":[\"8c767a21-b06c-480a-8c01-d8d0efbd7716\",\"57faa62a-6285-442d-bf16-266aba5574c3\",\"69a0d6b2-f8c7-467d-9930-a1c6ee3a4146\"],\"headerImage\":{\"id\":115905321759560,\"alt\":\"\",\"name\":\"\",\"focus\":\"\",\"title\":\"\",\"source\":\"\",\"filename\":\"https://a.storyblok.com/f/91820/1920x1440/d6d2046e6b/nephos_2.png\",\"copyright\":\"\",\"fieldtype\":\"asset\",\"meta_data\":{},\"is_external_url\":false},\"datePublished\":\"December 17, 2025\",\"leadParagraph\":\"We have interviewed Nephos Technologies, a specialist data services partner providing end to end data governance services across data intensive industries. Lee Biggenden, the co-founder and CEO, shared how the company helps organizations bring clarity, control, and value to their data, and how its partnership with Accurity is enabling customers to accelerate governance initiatives and innovation.\",\"headerImageThumb\":{\"id\":115905321759560,\"alt\":\"\",\"name\":\"\",\"focus\":\"\",\"title\":\"\",\"source\":\"\",\"filename\":\"https://a.storyblok.com/f/91820/1920x1440/d6d2046e6b/nephos_2.png\",\"copyright\":\"\",\"fieldtype\":\"asset\",\"meta_data\":{},\"is_external_url\":false},\"headerImageBigThumb\":{\"id\":115905321759560,\"alt\":\"\",\"name\":\"\",\"focus\":\"\",\"title\":\"\",\"source\":\"\",\"filename\":\"https://a.storyblok.com/f/91820/1920x1440/d6d2046e6b/nephos_2.png\",\"copyright\":\"\",\"fieldtype\":\"asset\",\"meta_data\":{},\"is_external_url\":false}},\"slug\":\"nephos\",\"full_slug\":\"blog/nephos\",\"default_full_slug\":null,\"sort_by_date\":null,\"position\":-60,\"tag_list\":[],\"is_startpage\":false,\"parent_id\":55045951,\"meta_data\":null,\"group_id\":\"4448513e-c2e4-4479-a7ff-e7fcebe119ed\",\"first_published_at\":\"2025-12-08T13:53:30.057Z\",\"release_id\":null,\"lang\":\"default\",\"path\":null,\"translated_slugs\":[]},{\"name\":\"AI Agents Are Only as Smart as Their Context\",\"created_at\":\"2026-01-06T13:01:34.489Z\",\"published_at\":\"2026-01-08T13:19:32.457Z\",\"alternates\":[],\"id\":131133007855082,\"uuid\":\"ba6d643d-4664-4116-87ae-04b06ed13154\",\"content\":{\"tag\":\"Artificial Intelligence\",\"_uid\":\"a85484aa-d3f0-4191-bd03-f085348af6f3\",\"seoMeta\":{\"_uid\":\"caca655c-ef32-42c2-a7ce-c0fd8e419d92\",\"title\":\"AI Agents Are Only as Smart as Their Context | Accurity Blog\",\"plugin\":\"accurity_meta\",\"ogImage\":\"https://a.storyblok.com/f/91820/2500x1312/fc89586617/ai-agent-og-img.jpg\",\"priority\":0.7,\"changefreq\":\"daily\",\"description\":\"Why context rich data determines how well agents think and act.\"},\"blogBody\":{\"type\":\"doc\",\"content\":[{\"type\":\"heading\",\"attrs\":{\"level\":2,\"textAlign\":null},\"content\":[{\"text\":\"The AI Agent Illusion: Why More Automation Does Not Solve Everything\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#000000\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"AI agents are quickly becoming the next frontier of \",\"type\":\"text\"},{\"text\":\"digital transformation\",\"type\":\"text\",\"marks\":[{\"type\":\"bold\"}]},{\"text\":\". They promise not only to analyze information, but also to act on it, triggering workflows, making suggestions, composing content, or performing tasks on behalf of employees. It is easy to assume these agents have a form of autonomous intelligence.\",\"type\":\"text\"}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"Even the most advanced agent\",\"type\":\"text\"},{\"text\":\" \",\"type\":\"text\",\"marks\":[{\"type\":\"bold\"}]},{\"text\":\"is only as \",\"type\":\"text\"},{\"text\":\"capable as the data and context it receives\",\"type\":\"text\",\"marks\":[{\"type\":\"bold\"}]},{\"text\":\". Without clear context, an agent resembles a fast, diligent, inexperienced intern. It executes with confidence, yet without true understanding. It follows patterns rather than intent, and when the data contains subtle ambiguity, it fills the gaps with assumptions, often the wrong ones.\",\"type\":\"text\"}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"Many organizations discover this as soon as their first \",\"type\":\"text\"},{\"text\":\"agent based processes go live\",\"type\":\"text\",\"marks\":[{\"type\":\"bold\"}]},{\"text\":\". Outputs vary, actions misfire, and decisions do not fully align with business expectations. The root cause is rarely the agent itself. It is the missing context the agent needs to reason reliably.\",\"type\":\"text\"}]},{\"type\":\"heading\",\"attrs\":{\"level\":2,\"textAlign\":null},\"content\":[{\"text\":\"Drowning in Data, Starving for Meaning\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#000000\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"Modern organizations generate enormous amounts of data. Yet this abundance creates a paradox: \",\"type\":\"text\"},{\"text\":\"more data can lead to more confusion for agents\",\"type\":\"text\",\"marks\":[{\"type\":\"bold\"}]},{\"text\":\", not more clarity.\",\"type\":\"text\"}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"Consider a simple field like “customer status.” In different systems and teams, it may represent onboarding progress, contract activity, engagement level, or something else entirely. Humans can ask questions, compare notes, and resolve discrepancies. Agents cannot. They treat values literally. They do not question whether\",\"type\":\"text\"},{\"text\":\" identical labels carry different meanings\",\"type\":\"text\",\"marks\":[{\"type\":\"bold\"}]},{\"text\":\", or whether different labels describe the same underlying concept.\",\"type\":\"text\"}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"Agents act based on what they can “see,” not on what the data is meant to represent. When context is missing, their behavior becomes \",\"type\":\"text\"},{\"text\":\"unpredictable\",\"type\":\"text\",\"marks\":[{\"type\":\"bold\"}]},{\"text\":\". A workflow may trigger incorrectly, an escalation may target the wrong issue, or generated content may be grounded in misinterpreted fields.\",\"type\":\"text\"}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"The problem is not lack of data. It is\",\"type\":\"text\"},{\"text\":\" lack of clarity\",\"type\":\"text\",\"marks\":[{\"type\":\"bold\"}]},{\"text\":\" about what the data means.\",\"type\":\"text\"}]},{\"type\":\"heading\",\"attrs\":{\"level\":2,\"textAlign\":null},\"content\":[{\"text\":\"What Context Really Means for AI Agents\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#000000\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"Context is the layer of meaning that allows agents not just to process information, but to \",\"type\":\"text\"},{\"text\":\"interpret it correctly\",\"type\":\"text\",\"marks\":[{\"type\":\"bold\"}]},{\"text\":\". It includes several interconnected dimensions.\",\"type\":\"text\"}]},{\"type\":\"bullet_list\",\"content\":[{\"type\":\"list_item\",\"content\":[{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"Business context\",\"type\":\"text\",\"marks\":[{\"type\":\"bold\"}]},{\"text\":\": shared definitions, business terms, and a unified understanding of key concepts.\",\"type\":\"text\"}]}]},{\"type\":\"list_item\",\"content\":[{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"Structural context\",\"type\":\"text\",\"marks\":[{\"type\":\"bold\"}]},{\"text\":\": metadata that explains relationships, hierarchies, and dependencies within and across systems.\",\"type\":\"text\"}]}]},{\"type\":\"list_item\",\"content\":[{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"Operational context\",\"type\":\"text\",\"marks\":[{\"type\":\"bold\"}]},{\"text\":\": lineage describing how data arrived in its current form.\",\"type\":\"text\"}]}]},{\"type\":\"list_item\",\"content\":[{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"Quality context\",\"type\":\"text\",\"marks\":[{\"type\":\"bold\"}]},{\"text\":\": rules that define which values are valid, why they matter, and how exceptions should be treated.\",\"type\":\"text\"}]}]},{\"type\":\"list_item\",\"content\":[{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"Ownership\",\"type\":\"text\",\"marks\":[{\"type\":\"bold\"}]},{\"text\":\": clarity about who governs the meaning and correctness of each piece of data.\",\"type\":\"text\"}]}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"Without this context, agents improvise. They rely on patterns rather than business logic, and correlations rather than meaning. A small difference in definition becomes a major misalignment in agent behavior.\",\"type\":\"text\"}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"Agents do not \",\"type\":\"text\"},{\"text\":\"hallucinate \",\"type\":\"text\",\"marks\":[{\"type\":\"bold\"}]},{\"text\":\"in the same way that large language models do, yet they still misinterpret. Misinterpretation becomes far more dangerous when an agent is empowered to act, automate tasks, or make operational decisions.\",\"type\":\"text\"}]},{\"type\":\"heading\",\"attrs\":{\"level\":2,\"textAlign\":null},\"content\":[{\"text\":\"Building Agents You Can Trust: Context as the Foundation\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#000000\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"Trustworthy agents require\",\"type\":\"text\"},{\"text\":\" trustworthy context\",\"type\":\"text\",\"marks\":[{\"type\":\"bold\"}]},{\"text\":\". Organizations that want agents to behave predictably and deliver value need a solid foundation of shared meaning.\",\"type\":\"text\"}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"This starts with a \",\"type\":\"text\"},{\"text\":\"unified business language\",\"type\":\"text\",\"marks\":[{\"type\":\"bold\"}]},{\"text\":\" so every department, system, and model interprets terms consistently. It continues with \",\"type\":\"text\"},{\"text\":\"high quality metadata \",\"type\":\"text\",\"marks\":[{\"type\":\"bold\"}]},{\"text\":\"and mapping that reveal relationships and help agents understand how elements fit together. Lineage adds transparency into the origins of data, improving explainability when agents make decisions or trigger workflows. \",\"type\":\"text\"},{\"text\":\"Contextual data\",\"type\":\"text\",\"marks\":[{\"type\":\"bold\"}]},{\"text\":\" quality rules help agents avoid acting on incomplete or invalid inputs. Continuous governance ensures that as the business evolves, the context agents rely on evolves with it.\",\"type\":\"text\"}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"When this structure is in place, agents become more reliable and more powerful. They make decisions that align with business intentions, not just statistical signals. Their actions reflect real world logic. Their recommendations are explainable. Their performance can be trusted.\",\"type\":\"text\"}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"Accurity plays a critical role in creating this environment\",\"type\":\"text\",\"marks\":[{\"type\":\"bold\"}]},{\"text\":\". By capturing business meaning, documenting definitions, mapping metadata, enforcing data rules, and providing organizational visibility, Accurity ensures that the data feeding AI agents is not only correct, but also meaningful. This context rich foundation improves agent reasoning and helps agents act responsibly and effectively.\",\"type\":\"text\"}]},{\"type\":\"heading\",\"attrs\":{\"level\":2,\"textAlign\":null},\"content\":[{\"text\":\"The Future Belongs to Context Rich Agents\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#000000\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"As organizations adopt AI agents to automate tasks, navigate workflows, and support operations, context becomes \",\"type\":\"text\"},{\"text\":\"even more essential\",\"type\":\"text\",\"marks\":[{\"type\":\"bold\"}]},{\"text\":\". The next generation of agent based automation will not be defined by how many actions an agent can perform, but by how accurately and intelligently it performs them.\",\"type\":\"text\"}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"Agents that \",\"type\":\"text\"},{\"text\":\"operate on context\",\"type\":\"text\",\"marks\":[{\"type\":\"bold\"}]},{\"text\":\" rich data will outperform those that operate on isolated facts. They will be more \",\"type\":\"text\"},{\"text\":\"transparent\",\"type\":\"text\",\"marks\":[{\"type\":\"bold\"}]},{\"text\":\", \",\"type\":\"text\"},{\"text\":\"trustworthy\",\"type\":\"text\",\"marks\":[{\"type\":\"bold\"}]},{\"text\":\", and \",\"type\":\"text\"},{\"text\":\"aligned \",\"type\":\"text\",\"marks\":[{\"type\":\"bold\"}]},{\"text\":\"with business processes. They will reduce operational risk rather than amplify it. They will unlock value that goes far beyond simple automation.\",\"type\":\"text\"}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"AI agents are not inherently intelligent. They \",\"type\":\"text\"},{\"text\":\"gain intelligence through context\",\"type\":\"text\",\"marks\":[{\"type\":\"bold\"}]},{\"text\":\", through understanding the meaning and purpose behind the data they consume. Organizations that invest in contextual clarity today will build agents that make better decisions tomorrow.\",\"type\":\"text\"}]}]},\"readTime\":\"8 min read\",\"blogTitle\":\"AI Agents Are Only as Smart as Their Context\",\"component\":\"Blog\",\"ctaBanner\":\"1683c92b-5601-4ae1-9eef-1306312a0acc\",\"resources\":[\"c9238552-bd1a-4fb5-b06c-4f3556bc4fb4\",\"e84ae6b0-8877-474f-b3dc-e9474cd6b481\",\"d8c3ec03-4ca8-4784-82e5-b9e24b29c4dc\"],\"blogAuthor\":[\"57faa62a-6285-442d-bf16-266aba5574c3\"],\"headerImage\":{\"id\":131845018042506,\"alt\":\"\",\"name\":\"\",\"focus\":\"\",\"title\":\"\",\"source\":\"\",\"filename\":\"https://a.storyblok.com/f/91820/1128x663/d96358beb4/ai-agent-header-img.jpg\",\"copyright\":\"\",\"fieldtype\":\"asset\",\"meta_data\":{},\"is_external_url\":false},\"datePublished\":\"January 6, 2026\",\"leadParagraph\":\"AI agents are increasingly capable of acting independently, interpreting information, choosing a course of action, and executing tasks without continuous human direction. The difference between useful autonomy and uncontrolled automation is context. Context allows agents to understand what data means, how it should be used, and which outcomes are appropriate. When it is missing, agents make confident but incorrect decisions. 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It executes with confidence, but without true understanding. 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