Roundtable – Survey fraud and bot detection API
Hi HN, we're Mayank and Matt of Roundtable (https://www.roundtable.ai). We launched our Survey Simulator as part of YC S23 (see Launch HN: https://news.ycombinator.com/item?id=36865625), and ultimately decided to pivot because we couldn't convince users to trust our results and our value proposition wasn't clear. We conducted tons of user discovery interviews, and a lot of big players talked about the pain of manual QC and bot detection. We launched a survey fraud and bot detection API (Alias; docs.roundtable.ai) that determines whether a bot is answering your survey…
Roundtable – Survey fraud and bot detection API launched on January 19, 2024 with 21 votes, #978 of 4,438 launches that month and more than 75% of that year's launches.
In plain words
Roundtable is an API that detects survey fraud and bot responses by embedding JavaScript into survey platforms like Forsta, Qualtrics, and jsPsych. It tracks user behavior patterns to identify whether responses come from legitimate participants or bots. The tool is designed for survey platforms and research organizations that need automated quality control to reduce manual review of suspicious responses.
written from the facts on this page · September 2026
From the sources
In the maker’s words, at launch
Hi HN, we're Mayank and Matt of Roundtable (https://www.roundtable.ai). We launched our Survey Simulator as part of YC S23 (see Launch HN: https://news.ycombinator.com/item?id=36865625), and ultimately decided to pivot because we couldn't convince users to trust our results and our value…
Does a similar job
all alternatives →
RoundtableJS – Open-source programmatic survey library2024 · github.com · ▲49Hi HN, we’re Matt and Mayank of Roundtable. We’re launching RoundtableJS, an open-source library (https://github.com/roundtableAI/roundtable-js) to program research surveys at scale. Academic and market researchers want a DIY platform for survey research. Most existing tools are no-code, and these researchers want programmatic software that handles advanced branching logic and customization. We know this because we spent five years using open-source survey software for our academic work. One of the key insights of RoundtableJS is to leverage JavaScript’s async/await…
Roundtable (YC S23) – Survey Quality Control API2024 · app.roundtable.ai · ▲8Proof of Human helps companies prevent fraud by analyzing user behavior and providing real-time insights.
RoundtableJS – Open-source programmatic survey library2024 · github.com · ▲13Hi Hacker News, We’re Matt and Mayank of Roundtable. We’re launching RoundtableJS, an open-source library (https://github.com/roundtableAI/roundtable-js) to program research surveys at scale. Academic and market researchers want a DIY platform for survey research. Most existing tools are no-code, and these researchers want programmatic software that handles advanced branching logic and customization. We know this because we spent five years using open-source survey software for our academic work. One of the key insights of RoundtableJS is to leverage JavaScript’s…


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