Side-by-side comparison of AI visibility scores, market position, and capabilities
Brooklyn AI unstructured data extraction using DoRa visual language model; $4.1M Bain Capital Ventures seed April 2025 with 10x speed/16x cost reduction serving finance and construction teams competing with Diffbot for custom enterprise datasets.
Structify is a Brooklyn, New York-based AI-powered unstructured data extraction platform — backed with $4.1 million in seed funding (April 2025) led by Bain Capital Ventures with participation from 8VC and Integral Ventures — providing enterprise finance, construction, and technology teams with custom structured datasets extracted from unstructured web sources including SEC filings, LinkedIn profiles, news articles, and specialized industry documents using the DoRa visual language model that navigates and interacts with web sources like a human analyst. The platform achieved a 10x speed improvement and 16x cost reduction through model optimization. Founded 2023 by CEO Alex Reichenbach (investment banking background in data quality), CTO Alex Goldstein, and COO Ronak Gandhi (who met Reichenbach on their first day of college).
OpsLevel is a developer portal and service catalog for tracking service ownership, maturity scorecards, and production readiness across microservices.
OpsLevel is a developer portal platform that gives engineering organizations visibility into the services they operate, who owns them, and how mature they are relative to internal engineering standards. At its core, OpsLevel maintains a service catalog that maps every microservice, repository, and infrastructure component to a team owner, populating metadata automatically from integrations with GitHub, GitLab, PagerDuty, Datadog, and cloud providers. This catalog becomes the authoritative source of truth for answering questions like who to contact about a service, what tier of reliability it requires, and what dependencies it has — questions that are often unanswerable at engineering organizations that have grown past the point where everyone knows everything.
Monitor how your brand performs across ChatGPT, Gemini, Perplexity, Claude, and Grok daily.