Spent the last three months building a competitor/lookalike ML model + API. Started using plain embedding similarity and quickly realized you end up with simila

Spent the last three months building a competitor/lookalike ML model + API. Started using plain embedding similarity and quickly realized you end up with similar noisy results as ocean.io. Ended up using similarity learning which works quite well with little data. Launched this as an API and small web app. Hardest part right now is to fend off scrapers honestly. Examples: - YC: https://markets.apistemic.com/companies/y-combinator-goaq9 https://markets.apistemic.com/companies/y-combinator-goaq9 - uber: https://markets.apistemic.com/companies/uber-com-ojj2j https://markets.apistemic.com/companies/uber-com-ojj2j - Anthropic: https://markets.apistemic.com/companies/anthropicresearch-yxbob3 https://markets.apistemic.com/companies/anthropicresearch-yx... Try it for any company here: https://markets.apistemic.com https://markets.apistemic.com