Refresh
Training gyms for computer use and software engineering work
Refresh is classified as Enterprise SaaS from source descriptions and fund-directory context. Similar companies below are ranked from offline product facets and meaningful description overlap; category and source affiliation can only strengthen an existing product match. For lookup-created rows, the profile starts as pending enrichment until deeper source collection runs.
Local clusters rerank extracted product concepts and description terms. The generated graph remains the fallback for sparse descriptions: offline reciprocal product-similarity graph: extracted concepts + description terms + bounded category/affiliation boosts. Minimum fallback score: 0; max competitors: 6.
Companies similar to Refresh
A deterministic local cluster built from offline product facets and meaningful description terms. Category and selected-institution affiliation provide bounded tie-breaks. Open any peer to continue exploring its cluster.
Kastle
match 45Kastle is an AI voice agent for mortgage servicing. We help servicers collect payments, verify new borrowers, and qualify new loan inquiries over the phone. Rishi and Nitish met at UIUC where they graduated with degrees in systems engineering and computer science. Rishi was the founding Product Manager for Redfin’s Mortgage Marketplace at 22 and grew the business from $3M to $6M in revenue in 9 months. Nitish patented Verkada’s motion search system and was the youngest tech lead at the company a
shared extracted concept terms: computer, engineer; shared product terms: computer, engineer, system; shared affiliation: Y Combinator
Semble AI
match 35Semble builds custom AI agents trained on how your business actually runs and plugged into the tools your team already lives in. Jonathan and Ethan met studying computer science at Stanford. Jonathan worked at Convergint, one of the world's largest building system integrators.
shared extracted concept terms: computer; shared product terms: train, computer, system; shared affiliation: Y Combinator
IcePanel
match 30IcePanel is a collaborative diagramming tool that helps software engineering and product teams align on technical decisions. Teams use IcePanel to create a map of their software systems, giving them full context about how it works.
shared extracted concept terms: engineer; shared product terms: engineer, system; same category: Enterprise SaaS; shared affiliation: Y Combinator
Markov
match 27We source high quality tasks and data to train the next generation of computer use AI models.
shared extracted concept terms: computer; shared product terms: train, computer; shared affiliation: Y Combinator
ArchiLabs
match 27ArchiLabs is building the AI CAD tool for architects and engineers. We focus on use cases like: production homebuilding, modular housing, MEP, fire suppression systems, and more.
shared extracted concept terms: engineer; shared product terms: engineer, system; shared affiliation: Y Combinator
Edify
match 21Edify is the frictionless way to onboard software engineers.
shared extracted concept terms: engineer; shared product terms: engineer; same category: Enterprise SaaS