All analysis was generated autonomously, without human review. Scores are analytical opinions drawn from the cited public sources, without hands-on testing. They are not audits, certifications, investment reports, purchasing advice, or evaluations of quality.
Alation's catalog carries real switching friction as the system of record for an enterprise's data definitions, lineage, and stewardship, and it is softer where the data clouds can catalog and govern without it. A rival can write the same catalog software, but a customer that leaves reabsorbs the curated definitions, lineage, and stewardship it built up in the catalog. Customers buy catalog software rather than an outcome they cannot reproduce, no regulation requires Alation, and it governs from a layer above the data clouds rather than inside the path queries take. The proven entrenchment is the catalog. Its structured-data agents rest on the small 2025 Numbers Station acquisition, with JLL the named reference in the public record.
| Description | Data intelligence platform with AI governance that inventories AI models, agents, and tools, traces their data lineage, and curates trusted, compliant data for AI development. | [f1] |
|---|---|---|
| Founded | 2012 | [f2] |
| HQ | Redwood City, California, United States | [f3] |
| Funding | $340M total | [f3] |
| Latest funding | Series E, $123M, November 2022 | [f3] |
| Deployment | SaaS | [f4] |
| Product | What it does |
|---|---|
| Alation | Data intelligence platform with AI governance that inventories AI models, agents, and tools, traces their data lineage, and curates trusted, compliant data for AI development. |
AI Defense Matrix
| Govern | Identify | Protect | Detect | Respond | Recover | |
|---|---|---|---|---|---|---|
| AI-Workload Platforms Inference servers, training platforms, vector DB platforms, and the model-loading supply chain. | ||||||
| AI Orchestration Tools Agentic orchestration tools, plus their plugins, skills, hooks, system prompts, scaffolding, harnesses, configuration settings, and MCP clients on user devices. | ||||||
| AI-Generated Code Code produced by AI tools, AI-assisted reviews, AI-generated infrastructure-as-code and tests, and vibe-coded apps that bypass CI/CD. | ||||||
| AI Gateways & Routers MCP proxies and gateways, LLM routers, outbound AI-service traffic, shadow AI egress, and model-registry traffic. | ||||||
| AI Model Model weights, fine-tuning checkpoints, model cards, registries, AIBOM, and the third-party LLMs your enterprise consumes. | ||||||
| Training Data Datasets used for training, fine-tuning, and continued learning. | ||||||
| Runtime AI Data User prompts, inference inputs, RAG content, vector DB content, persistent agent memory, and interaction history. | ||||||
| AI Agent Identities AI agents as non-human principals, plus credentials, keys, permission scopes, service accounts, and delegation chains across agents and tools. |
Alation is a data intelligence platform that inventories AI models, agents, and tools, traces their data lineage, and curates trusted, compliant data for AI development. It is mapped to the AI Defense Matrix. [f5]
How well the company can compete in its security market, scored across eight dimensions against public evidence.
| Dimension | Score |
|---|---|
| Problem Clarity How precisely the company defines its problem, with evidence the problem exists at the scale claimed. | 3/5 |
| Capability Depth How specific the technical capabilities are, with evidence beyond marketing claims such as docs, demos, and third-party validation. | 4/5 |
| Market Timing Whether the market is ready for this product, with evidence that buyers are actively seeking solutions. | 4/5 |
| Team Credibility Demonstrated domain expertise with public signals such as prior exits, publications, and industry recognition. | 3/5 |
| GTM Proof Evidence of actual traction (customers, revenue signals, partnerships) beyond stated intentions. | 4/5 |
| Funding Efficiency Whether funding matches go-to-market ambition, with signs of capital-efficient growth. | 3/5 |
| Category Clarity Whether the company creates or fits a recognizable category that buyers can quickly place in their stack. | 4/5 |
| Incumbent Defensibility How vulnerable the core value proposition is to absorption as a feature by a platform vendor. | 3/5 |
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A closer look at the company's product strategy, measuring how defensible it is against market forces and examining the eight areas behind it.
reinforce or reposition
| Dimension | Score |
|---|---|
| Value Delivery Does the product sell software as the product, or judgment, trust, or accountability with software as the delivery mechanism. | 1/3 |
| Switching Cost How expensive leaving is for a customer: data portability, integrations, learned workflows, network effects, regulatory data residency. | 2/3 |
| Compliance Moat Whether certifications, liability acceptance, or audit trails block an easy replacement. | 1/3 |
| Problem Complexity Whether the product requires ML, optimization, real-time systems, or years of specialized expertise. | 3/3 |
| Buyer Profile Whether buyers are SMB operators, mid-market IT teams, or regulated enterprises and governments with procurement gates. | 3/3 |
| Layer Whether the product is an end-user application, a platform with application features, or infrastructure other applications depend on. | 2/3 |
| Proprietary Data, Content, or IP Whether the product accumulates datasets, content licenses, or IP that a rival cannot recreate from scratch. | 1/3 |
Unlock the Full Analysis
The reasoning for the scores, the strategy deep dive, the business risks, and more. AI access comes with the purchase, so your AI tools can read the full profile too. You keep 12 months of access.
One-time purchase: $20 per profile.
UnlockReading several? Unlock the entire catalog.
| Id | Source | Tier | Accessed |
|---|---|---|---|
| f1 | Alation AI Governance | official | 2026-06-09 |
| f2 | TechCrunch: Alation acquires Numbers Station (Rebecca Szkutak, 2025-05-20) | press | 2026-06-27 |
| f3 | Alation Raises $123M Series E (GlobeNewswire, 2022-11-02) | press | 2026-06-14 |
| f4 | AI Defense Matrix Catalog entry | other | 2026-06-09 |
| f5 | AI Defense Matrix Catalog mapping | other | 2026-06-23 |
| Id | Source | Tier | Accessed |
|---|---|---|---|
| s1 | Alation Agentic Data Intelligence Platform “With the Alation Agentic Data Intelligence Platform, you get one powerful hub where cataloging, governance, lineage, and quality converge.” | official | 2026-06-27 |
| s2 | Alation AI Governance “Provide AI Traceability to stakeholders and auditors by cataloging AI/ML assets, including datasets, notebooks, and vector databases.” | official | 2026-06-27 |
| s3 | Alation Security Updates (compliance and certifications) “FedRAMP Moderate: Alation continues to pursue full authorization with updates provided upon request. ISO 27001:2013 ... SOC 2 Type II.” | official | 2026-06-27 |
| s4 | Alation Raises $123M Series E (GlobeNewswire, 2022-11-02) “By serving nearly 450 enterprise customers and generating $100+ million in ARR ... The new strategic investment from Databricks Ventures.” | press | 2026-06-27 |
| s5 | Alation Named a Leader 5x in the Gartner Magic Quadrant for Metadata Management (GlobeNewswire, 2025-11-21) “In August, Alation introduced Chat with Your Data ... in October, the company launched Alation Agent Studio ... Customers such as Jones Lang LaSalle (JLL) ... use Alation to query structured lease and property data.” | press | 2026-06-27 |
| s6 | TechTarget: Alation boosts agentic AI with Numbers Station acquisition (Eric Avidon, 2025-05-20) “Before its acquisition by Alation, the vendor raised $17.5 million in venture capital funding. ... In addition to Alation, Informatica and Boomi have expanded their AI development environments to add agentic development capabilities.” | press | 2026-06-27 |
| s7 | SiliconANGLE: Alation launches Agent Builder for structured-data agents (Duncan Riley, 2025-10-01) “Data intelligence company Alation Inc. today announced the launch of [its agent platform] ... announced at the company's annual revAlation user conference ... metadata-aware, configurable AI agents for structured data.” | press | 2026-06-27 |
| s8 | SiliconANGLE: Alation debuts Chat with Your Data (Duncan Riley, 2025-08-19) “Alation's metadata-aware agents use business definitions, context and lineage to reason through each response, unlike standalone solutions, with the result improving accuracy by up to 60%.” | press | 2026-06-27 |
| s9 | GeekWire: Alation acquires Numbers Station, an AI startup backed by Madrona (Taylor Soper, 2025-05-20) “The company helps more than 600 enterprise customers ... Numbers Station has 10 customers. ... Aberger co-founded the company with Ines Chami, Sen Wu, and Chris Ré.” | press | 2026-06-27 |
| s10 | TechCrunch: Alation acquires Numbers Station (Rebecca Szkutak, 2025-05-20) “Alation was founded in 2012 and currently works with more than 600 enterprise customers, including Nasdaq, Hertz, and Samsung ... raised more than $300 million in venture funding from firms including General Catalyst, Andreessen Horowitz, and Sapphire Ventures.” | press | 2026-06-27 |
| s11 | UK Companies House: ALATION UK LTD (company 11324302) “ALATION UK LTD Company number 11324302 ... Company status Active ... Company type Private limited Company ... Incorporated on 23 April 2018 ... 63110 - Data processing, hosting and related activities.” | regulatory | 2026-06-27 |
| s12 | Can Foundation Models Wrangle Your Data? (Narayan, Chami, Orr, Arora, Re, arXiv preprint 2022) “We find that large FMs generalize and achieve SoTA performance on data cleaning and integration tasks, even though they are not trained for these data tasks.” | research | 2026-06-27 |
| Id | Source | Tier | Accessed |
|---|---|---|---|
| s1 | Alation Agentic Data Intelligence Platform “With the Alation Agentic Data Intelligence Platform, you get one powerful hub where cataloging, governance, lineage, and quality converge. ... kept current by active metadata and 120+ connectors.” | official | 2026-06-27 |
| s2 | Alation AI Governance “Provide AI Traceability to stakeholders and auditors by cataloging AI/ML assets, including datasets, notebooks, and vector databases.” | official | 2026-06-27 |
| s3 | Alation Security Updates (compliance and certifications) “FedRAMP Moderate: Alation continues to pursue full authorization with updates provided upon request. ISO 27001:2013 ... ISO 27701:2019 ... SOC 2 Type II.” | official | 2026-06-27 |
| s4 | Alation Raises $123M Series E (GlobeNewswire, 2022-11-02) “By serving nearly 450 enterprise customers and generating $100+ million in ARR ... The new strategic investment from Databricks Ventures will significantly expand the partnership.” | press | 2026-06-27 |
| s5 | Alation Named a Leader 5x in the Gartner Magic Quadrant for Metadata Management (GlobeNewswire, 2025-11-21) “In August, Alation introduced Chat with Your Data ... in October, the company launched Alation Agent Studio ... Customers such as Jones Lang LaSalle (JLL) ... use Alation to query structured lease and property data.” | press | 2026-06-27 |
| s6 | TechTarget: Alation boosts agentic AI with Numbers Station acquisition (Eric Avidon, 2025-05-20) “Numbers Station is a 2021 startup based in Austin, Texas ... Before its acquisition by Alation, the vendor raised $17.5 million in venture capital funding. ... Buying capabilities is faster than building them.” | press | 2026-06-27 |
| s7 | SiliconANGLE: Alation launches Agent Builder for structured-data agents (Duncan Riley, 2025-10-01) “announced at the company's annual revAlation user conference ... metadata-aware, configurable AI agents for structured data that have dramatically higher levels of accuracy.” | press | 2026-06-27 |
| s8 | SiliconANGLE: Alation debuts Chat with Your Data (Duncan Riley, 2025-08-19) “Alation's metadata-aware agents use business definitions, context and lineage to reason through each response, unlike standalone solutions, with the result improving accuracy by up to 60%.” | press | 2026-06-27 |
| s9 | GeekWire: Alation acquires Numbers Station, an AI startup backed by Madrona (Taylor Soper, 2025-05-20) “Other backers include Norwest Venture Partners; Factory; former Tableau CEO Mark Nelson; Cloudera co-founder Jeff Hammerbacher; and Intel CEO Lip Bu Tan. ... Numbers Station has 10 customers. ... Aberger co-founded the company with Ines Chami, Sen Wu, and Chris Ré.” | press | 2026-06-27 |
| s10 | TechCrunch: Alation acquires Numbers Station (Rebecca Szkutak, 2025-05-20) “Alation was founded in 2012 and currently works with more than 600 enterprise customers, including Nasdaq, Hertz, and Samsung ... raised more than $300 million in venture funding from firms including General Catalyst, Andreessen Horowitz, and Sapphire Ventures.” | press | 2026-06-27 |
| s11 | UK Companies House: ALATION UK LTD (company 11324302) “ALATION UK LTD Company number 11324302 ... Company status Active ... Company type Private limited Company ... Incorporated on 23 April 2018 ... 63110 - Data processing, hosting and related activities.” | regulatory | 2026-06-27 |
| s12 | Can Foundation Models Wrangle Your Data? (Narayan, Chami, Orr, Arora, Re, arXiv preprint 2022) “We find that large FMs generalize and achieve SoTA performance on data cleaning and integration tasks, even though they are not trained for these data tasks.” | research | 2026-06-27 |
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