Unstructured vs Ankr

Side-by-side comparison of AI visibility scores, market position, and capabilities

Ankr leads in AI visibility (33 vs 32)

Unstructured

EmergingArtificial Intelligence

AI Data Preprocessing

AI data infrastructure company providing ETL tooling for LLMs; raised $65M Series B to transform PDFs, Word docs, HTML, and images into clean formats for RAG pipelines; integrates with SharePoint, Confluence, and Salesforce.

AI VisibilityBeta
Overall Score
D32
Category Rank
#1 of 1
AI Consensus
60%
Trend
up
Per Platform
ChatGPT
26
Perplexity
33
Gemini
43

About

Unstructured is an AI data infrastructure company founded in 2022 that raised $65M in Series B funding to build ETL tooling for large language model applications. The company specializes in processing unstructured data including PDFs, Word documents, HTML pages, images, and presentations, transforming them into clean structured formats suitable for LLM pipelines and retrieval-augmented generation systems. As enterprises adopt RAG and other LLM architectures, the ability to ingest and normalize diverse document types has become critical infrastructure. Unstructured offers both an open-source library and an enterprise SaaS platform with managed connectors to popular data sources including SharePoint, Confluence, Salesforce, and cloud storage providers. The platform handles document parsing, intelligent chunking, metadata extraction, and embedding preparation, serving as the ETL layer for enterprise AI workflows. Unstructured is widely adopted across financial services, legal, healthcare, and technology companies building production RAG systems at scale.

Full profile

Ankr

EmergingWeb3

Multi-Chain RPC Infrastructure

Decentralized Web3 infrastructure with RPC node access across 30+ blockchains; globally distributed nodes reduce latency; premium dedicated nodes for apps needing guaranteed throughput.

AI VisibilityBeta
Overall Score
D33
Category Rank
#1 of 1
AI Consensus
56%
Trend
up
Per Platform
ChatGPT
40
Perplexity
40
Gemini
29

About

Ankr is a Web3 infrastructure platform offering remote procedure call node access to more than 30 blockchain networks through a globally distributed network of nodes run by independent operators. Unlike centralized providers that operate their own data centers exclusively, Ankr's decentralized architecture routes requests across geographically distributed nodes, improving latency for users in regions underserved by US- or EU-centric infrastructure. Its public free-tier RPC endpoints — available for Ethereum, BNB Chain, Polygon, Avalanche, Fantom, and dozens of others — have made Ankr one of the most widely used infrastructure providers in the multi-chain developer ecosystem.

Full profile

AI Visibility Head-to-Head

32
Overall Score
33
#1
Category Rank
#1
60
AI Consensus
56
up
Trend
up
26
ChatGPT
40
33
Perplexity
40
43
Gemini
29
35
Claude
25
40
Grok
40

Capabilities & Ecosystem

Capabilities

Only Unstructured
AI Data Preprocessing
Only Ankr
Multi-Chain RPC Infrastructure

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