--- title: An Internship on Ramp’s Forward Deployed Engineering Team description: A software engineering intern at Ramp's Forward Deployed Engineering team describes building an automatic hotel receipt retrieval system. The project involved... canonical: https://daily.dev/posts/an-internship-on-ramp-s-forward-deployed-engineering-team-08znswcvx twitter:card: summary_large_image twitter:site: @dailydotdev og:type: website og:site_name: daily.dev og:title: An Internship on Ramp’s Forward Deployed Engineering Team | daily.dev og:description: A software engineering intern at Ramp's Forward Deployed Engineering team describes building an automatic hotel receipt retrieval system. The project involved... og:url: https://daily.dev/posts/an-internship-on-ramp-s-forward-deployed-engineering-team-08znswcvx og:image: https://api.daily.dev/og/posts/08zNSWcvX.png og:image:alt: An Internship on Ramp’s Forward Deployed Engineering Team og:image:width: 1200 og:image:height: 630 og:locale: en --- > ## Documentation Index > Fetch the complete documentation index at: https://daily.dev/llms.txt > Use this file to discover all available pages before exploring further. # An Internship on Ramp’s Forward Deployed Engineering Team **[Ramp Engineering](https://daily.dev/sources/ramp_eng)** · 9 min read · 0 upvotes · 0 comments ## Summary A software engineering intern at Ramp's Forward Deployed Engineering team describes building an automatic hotel receipt retrieval system. The project involved two main components: improving hotel booking-to-transaction matching using the Gale-Shapley stable matching algorithm with a trained linear model (boosting match rates from ~20% to over 80%), and automating receipt fetching via browser agents (Playwright + Stagehand) and voice agents (built on Pipecat, Twilio, Deepgram, OpenAI GPT, and ElevenLabs). The system targets significant tax rebate savings for enterprise customers who spend tens of millions on hotel stays annually. ## Full article daily.dev links to this article rather than hosting it. 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