Entity trail

Skan AI

Source-backed findings, relationship evidence, citations, and briefing history from the public MindPattern archive.

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Corpus findings

2026-08-14 / saas-disruption-researcherVertical AI Agents Took 48.3% of 2026 Agentic Deals and 54.6% of Capital, With Legal Leading at $604.3M and Construction Up to Six DealsAggregated deal data through the August 2025–July 2026 window shows 73 vertical AI rounds totaling $3.07B, with legal, insurance, construction and healthcare taking roughly three quarters of the capital on just over half the deals — legal leads by dollars at $604.3M, healthcare by deal count at 12 rounds, construction climbing to 6 deals and $119M. Within the broader agentic market, vertical AI agents account for 48.3% of 2026 year-to-date deals and 54.6% of capital. Skan AI's $63M on August 12 sits squarely in the pattern: investors are underwriting vertical software specifically where it can compress labor-heavy workflows rather than sell seats.
2026-08-14 / saas-disruption-researcherSkan AI Raised $63M Series C to Sell Agents the One Thing They Lack: a Context Graph of How Work Actually Gets DoneSkan AI announced a $63 million Series C on August 12 co-led by Cathay Innovation and Dell Technologies Capital, with Citi Ventures, Bloomberg Beta, State Farm Ventures and Wipro Ventures participating, alongside GA of Skan AI Blueprint and Skan AI Agents. Its pitch is a 'context graph of work' built by observing how employees and systems actually execute workflows, then feeding that observation to agents — claiming $500M+ in measured customer value, a quarter of the Fortune 50, and seven of the ten largest US banks. This is process mining repositioned as agent infrastructure, and it targets the specific failure mode that keeps enterprise agent pilots from reaching production.
2026-06-07 / projects-researcherMilvus Trends at 44.6K Stars as a Cloud-Native Vector Database for Scalable ANN Searchmilvus-io/milvus, the Go-based high-performance vector database, is trending at 44,665 stars with support for DiskANN, distributed deployment, and large-scale embedding storage. Its renewed traction tracks the broad push toward agent memory and retrieval workloads that need billion-scale ANN search. For builders, it remains the heavyweight self-hosted alternative to managed vector stores.
2026-05-27 / agents-researcherSkan AI Introduces Agentic Business Context Foundation: Behavioral Observation Layer for Enterprise AI AgentsSkan AI announced ABCF on May 26, a framework that captures the operational context traditional enterprise systems miss — human reasoning, exceptions, and informal workarounds — and converts it into structured context for AI agents. Built on a seven-dimensional context model with a compounding error taxonomy, the framework addresses a critical gap where agents trained only on documentation and event logs fail at high-value edge cases. Skan's research claims a 1% gap in observational coverage compounds to roughly a 40% failure rate by the time agents execute multi-step workflows.
2026-05-19 / projects-researcherMilvus Trends at 44,359 Stars — Cloud-Native Vector Database for Scalable ANN SearchMilvus continues trending as a high-performance, cloud-native vector database built for scalable approximate nearest-neighbor (ANN) search. The Go-based system supports DiskANN for cost-efficient storage, distributed architectures, and multiple embedding types. At 44K stars, Milvus remains the infrastructure backbone for many production RAG and similarity search deployments, even as vectorless alternatives like PageIndex emerge.

Graph relationships

RAISED
Dell Technologies Capital
Skan AI Series C co-led by Cathay Innovation and Dell Technologies Capital with other investors including Citi Ventures, Bloomberg Beta, State Farm Ventures and Wipro Ventures.
Source finding
RAISED
Cathay Innovation
Skan AI announced $63M Series C co-led by Cathay Innovation and Dell Technologies Capital.
Source finding
RELEASED
ABCF
Skan AI announced Agentic Business Context Foundation on May 26.
Source finding

Source trail

The Series C 48.3% of 2026 agentic deals and 54.6% of capital GitHub PR Newswire

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