Side-by-side comparison of AI visibility scores, market position, and capabilities
San Francisco enterprise text-to-SQL AI with open-source SQLCoder outperforming GPT-4 on SQL benchmarks; YC W23-backed $2.7M at $1.1M revenue competing with Vanna.ai for natural language database querying.
Defog.ai is a San Francisco-based enterprise data analysis company building fine-tuned language models for structured data — most notably SQLCoder, an open-source LLM that outperforms GPT-4 on text-to-SQL benchmarks and has become a widely-used reference model for natural language database query generation. Founded in 2023 by Rishabh Srivastava and backed by Y Combinator (W23) with $2.7 million total raised including a $2.2 million seed in November 2023 led by Script Capital, Defog generated $1.1 million in revenue as of June 2024 with a 7-person team serving enterprise data and analytics teams.
San Francisco AI document processing using LLMs for enterprise data extraction from invoices, contracts, and forms; $17M Innovation Endeavors and YC-backed at multi-million ARR serving Brex and Square cash-flow positive.
Extend is a San Francisco-based AI document processing platform using large language models to provide accurate data extraction and document understanding for enterprise workflows — turning unstructured documents (invoices, contracts, medical records, financial statements, onboarding forms) into structured data at the accuracy and cost level that manual processing and traditional OCR cannot match at scale. Backed with $17 million raised in combined seed and Series A funding led by Innovation Endeavors with Y Combinator, Homebrew, and angel investors including Adobe's CSO and Vercel's CEO, Extend reached multi-million dollar ARR and cash-flow positive status serving customers including Brex, Square, Checkr, and multiple Fortune 500 companies.
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