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# Hermai > Physical AI training data from real factory work: first-person (egocentric) video of skilled operators doing their actual jobs, cut into timestamped action labels with IMU synced to the video. Recorded at working factories and farms across East Asia, Southeast Asia, and Central America, in manufacturing, agriculture, healthcare, and food and drink. Site permission, participant consent, and permitted dataset uses are agreed for each collection before recording starts. Hermai also maintains an open catalog of website APIs that give AI products structured access to websites. ## Physical AI training data - [Physical AI training data from real factory work](https://hermai.ai/): The landing page: the challenge, what you get, why working sites, roadmap, sample request form, FAQ - [Physical AI training data guide](https://hermai.ai/physical-ai-training-data): Hub: what the data is, how it is collected, how it compares - [Egocentric video for robot learning](https://hermai.ai/physical-ai-training-data/egocentric-video): What a head-mounted camera captures and what a sample contains - [IMU synced to first-person video](https://hermai.ai/physical-ai-training-data/imu-synced-capture): The inertial stream delivered with every clip, as CSV or Parquet - [Timestamped action labels](https://hermai.ai/physical-ai-training-data/action-labels): Segment structure, per-collection taxonomy, saved sample counts - [Factory demonstrations](https://hermai.ai/physical-ai-training-data/factory-demonstrations): Manufacturing sectors and sites, task families, why a working line - [Agricultural demonstrations](https://hermai.ai/physical-ai-training-data/agriculture): Coffee, rice, and fruit farms; task families; availability by crop - [Healthcare task demonstrations](https://hermai.ai/physical-ai-training-data/healthcare): How a collection is scoped where everyone in frame must consent - [Food and drink production demonstrations](https://hermai.ai/physical-ai-training-data/food-and-drink): Hands-free capture under hygiene rules - [Consent and rights](https://hermai.ai/physical-ai-training-data/consent-and-rights): Site permission, participant consent, permitted uses, review before release - [How a sample and a collection work](https://hermai.ai/physical-ai-training-data/sample-process): Request, scope, review, expand; the sample is a deliverable ## Comparisons - [Hermai vs Build AI](https://hermai.ai/vs/build-ai): Open factory footage at scale versus labeled, licensed collections - [Hermai vs Lightwheel](https://hermai.ai/vs/lightwheel): A simulation-first data engine versus working-site collections - [Hermai vs Claru](https://hermai.ai/vs/claru): A contributor network versus skilled operators at the bench - [Hermai vs DataX Power](https://hermai.ai/vs/datax-power): Scripted per-hour programs versus documentary footage of real work - [Hermai vs Scale AI Physical AI](https://hermai.ai/vs/scale-ai-physical-ai): A data engine at enterprise scale versus skilled work where it happens - [Hermai vs Appen](https://hermai.ai/vs/appen): A global crowd versus skilled work at the bench - [Hermai vs Encord](https://hermai.ai/vs/encord): A data platform with lab-piloted collection versus working-site footage - [Alternatives to Ego4D](https://hermai.ai/alternatives/ego4d): By reason: licence, modalities, or domain - [Egocentric datasets compared](https://hermai.ai/alternatives/egocentric-datasets): Eleven public datasets by licence, modalities, and industrial content - [Buyer's guide to egocentric data providers](https://hermai.ai/guides/egocentric-data-providers): Six questions and twenty vendors, from their own pages ## Trust and company - [Trust](https://hermai.ai/trust): Consent and rights for recordings; legal posture for the web catalog; takedown process - [About](https://hermai.ai/about): What Hermai is and how it works - [FAQ](https://hermai.ai/faq): What labs ask before a first collection, then the web data API questions ## Web data APIs - [Web data APIs](https://hermai.ai/web-data): Structured, recurring access to public web sources through stable website APIs; search, playground, API keys, custom sources - [Browse schemas](https://hermai.ai/schemas): The public schema catalog - [Government and public records](https://hermai.ai/government): Federal registers, business filings, procurement, and open-data portals as structured APIs - [Playground](https://hermai.ai/playground): Try cached website API examples in the browser - [Pricing](https://hermai.ai/pricing): Free tier plus paid plans, priced by credits (regular calls 1 credit, higher cost sites 5) - [Quickstart](https://docs.hermai.ai/quickstart): Get started in 5 minutes - [Full documentation](https://docs.hermai.ai): Complete developer docs - [Hermai vs Firecrawl](https://hermai.ai/vs/firecrawl): Stable, reusable site APIs versus crawling pages on demand - [Hermai vs Apify](https://hermai.ai/vs/apify): Stable site APIs versus a general scraping platform - [Hermai vs Jina Reader](https://hermai.ai/vs/jina): Stable site APIs versus converting one URL to markdown per request - [Hermai vs ScrapingBee](https://hermai.ai/vs/scrapingbee): Stable site APIs versus a general purpose scraping API - [Hermai vs Diffbot](https://hermai.ai/vs/diffbot): Stable site APIs versus ML-driven extraction and a knowledge graph ## Blog - [Introducing Hermai](https://hermai.ai/blog/introducing-hermai): Why we built this - [Catalog and runtime](https://hermai.ai/blog/catalog-and-runtime): Operating philosophy ## Optional - [GitHub](https://github.com/hermai-ai): Open source repositories (AGPL-3.0) - [Privacy](https://hermai.ai/privacy): What we collect and what we don't
| 14 Oct 2026 |