- conflicts or gaps
- [[{"field": "founded_year", "conflict": {"value": "2018 reported by PR Newswire Series A and Babson article vs 2019 on YC and LinkedIn", "source_urls": ["https://www.prnewswire.com/news-releases/microlearning-startup-raises-12-million-to-reimagine-workplace-learning-for-a-new-generation-301584811.html", "https://entrepreneurship.babson.edu/passion-for-education/", "https://www.ycombinator.com/companies/arist", "https://www.linkedin.com/company/aristlearning"]}}, {"field": "headquarters", "conflict": {"value": "Boston cited in 2020 BusinessWire and Tracxn vs New York on YC/LinkedIn vs San Francisco dateline on 2022 PR Newswire", "source_urls": ["https://www.businesswire.com/news/home/20201015005215/en/Arist-Announces-%241.9-Million-in-Seed-Funding-to-Transform-the-Way-Organizations-Train-and-Learn", "https://tracxn.com/d/companies/arist/__vT6Nla8BFQWMcfkNtlBcxUEnFXmtmv-GZvRD_hEgYfo", "https://www.ycombinator.com/companies/arist", "https://www.prnewswire.com/news-releases/microlearning-startup-raises-12-million-to-reimagine-workplace-learning-for-a-new-generation-301584811.html"]}}, {"field": "employee_count", "conflict": {"value": "YC lists 23; LinkedIn lists 42; BounceWatch lists 41 — likely stale YC data", "source_urls": ["https://www.ycombinator.com/companies/arist", "https://www.linkedin.com/company/aristlearning", "https://bouncewatch.com/company/arist"]}}, {"field": "founders", "conflict": {"value": "YC active founders page lists only Michael Ioffe and Ryan Laverty; press and podcasts consistently cite Maxine Anderson as third co-founder/CPO", "source_urls": ["https://www.ycombinator.com/companies/arist", "https://www.businesswire.com/news/home/20201015005215/en/Arist-Announces-%241.9-Million-in-Seed-Funding-to-Transform-the-Way-Organizations-Train-and-Learn", "https://joshbersin.com/podcast/arist-pioneers-ai-driven-autonomous-learning-in-the-flow-of-work/"]}}, {"field": "yc_batch", "conflict": {"value": "Business Insider incorrectly references Spring 2020 cohort; official YC profile says Summer 2020", "source_urls": ["https://www.businessinsider.com/pitch-deck-workplace-edtech-arist-amazon-bp-ycombinator-2022-7", "https://www.ycombinator.com/companies/arist"]}}, {"field": "total_funding", "conflict": {"value": "Third-party databases report $16.06M–$16.2M; exact total depends on inclusion of small 2019 pre-seed rounds", "source_urls": ["https://bouncewatch.com/company/arist", "https://startupintros.com/orgs/arist", "https://www.linkedin.com/company/aristlearning"]}}, {"field": "series_a_amount", "conflict": {"value": "PeakSpan partnership page states $10M Series A; all press releases and Business Insider report $12M", "source_urls": ["https://www.peakspancapital.com/partnership/arist", "https://www.prnewswire.com/news-releases/microlearning-startup-raises-12-million-to-reimagine-workplace-learning-for-a-new-generation-301584811.html"]}}, {"field": "product_positioning", "conflict": {"value": "Company evolved from SMS microlearning/L&D platform to AI agentic performance-consulting positioning; extent of revenue mix unknown", "source_urls": ["https://www.ycombinator.com/companies/arist", "https://www.arist.co/", "https://www.wayofproduct.com/p/166-maxine-anderson-co-founder-and"]}}, {"field": "post_series_a_funding", "gap": {"value": "No public Series B despite AI pivot and active operations through 2026", "source_urls": ["https://tracxn.com/d/companies/arist/__vT6Nla8BFQWMcfkNtlBcxUEnFXmtmv-GZvRD_hEgYfo", "https://www.arist.co/"]}}, {"field": "founder_name_typo", "conflict": {"value": "Tracxn lists founder as Michael Loffe (likely typo for Michael Ioffe)", "source_urls": ["https://tracxn.com/d/companies/arist/__vT6Nla8BFQWMcfkNtlBcxUEnFXmtmv-GZvRD_hEgYfo", "https://www.ycombinator.com/companies/arist"]}}]]
- source urls
- ["https://arist.com/resources/blogs/tos-pp-update-may-2026", "https://bouncewatch.com/company/arist", "https://entrepreneurship.babson.edu/passion-for-education/", "https://help.arist.co/article/1088-monthly-product-newsletters", "https://joshbersin.com/podcast/arist-pioneers-ai-driven-autonomous-learning-in-the-flow-of-work/", "https://startupintros.com/orgs/arist", "https://techcrunch.com/2021/03/10/arist-adds-2m-to-its-seed-round-to-grow-its-sms-based-training-service/", "https://tracxn.com/d/companies/arist/__vT6Nla8BFQWMcfkNtlBcxUEnFXmtmv-GZvRD_hEgYfo", "https://trainingindustry.com/press-release/learning-technologies/arist-expands-seed-funding-to-3-9-million-in-support-of-rapid-growth/", "https://trainingindustry.com/press-release/learning-technologies/arist-launches-arist-creator-reduce-launch-timelines-by-95-with-ai/", "https://www.arist.co/", "https://www.businessinsider.com/pitch-deck-workplace-edtech-arist-amazon-bp-ycombinator-2022-7", "https://www.businesswire.com/news/home/20201015005215/en/Arist-Announces-%241.9-Million-in-Seed-Funding-to-Transform-the-Way-Organizations-Train-and-Learn", "https://www.linkedin.com/company/aristlearning", "https://www.peakspancapital.com/partnership/arist", "https://www.peakspancapital.com/resources/perspectives/our-thesis-for-arist", "https://www.pragmaticinstitute.com/resources/podcasts/product/maxine-anderson-on-transforming-training-through-text-based-solutions/", "https://www.prnewswire.com/news-releases/microlearning-startup-raises-12-million-to-reimagine-workplace-learning-for-a-new-generation-301584811.html", "https://www.wayofproduct.com/p/166-maxine-anderson-co-founder-and", "https://www.ycombinator.com/companies/arist"]