- conflicts or gaps
- [[{"topic": {"value": "Co-founder roster", "source_urls": ["https://www.ycombinator.com/companies/vahan", "https://www.techcircle.in/2019/10/25/airtel-launches-accelerator-programme-buys-stake-in-tech-startup-vahan", "https://economictimes.indiatimes.com/tech/funding/vahan-bags-8-million-funding-led-by-khosla-ventures/articleshow/86203887.cms"]}, "detail": {"value": "YC lists only Madhav Krishna as founder; 2019 press names Mohammed Abdoolcarim as co-founder; 2021 ET Series A article names only Madhav Krishna as founder", "source_urls": ["https://www.ycombinator.com/companies/vahan", "https://www.techcircle.in/2019/10/25/airtel-launches-accelerator-programme-buys-stake-in-tech-startup-vahan", "https://economictimes.indiatimes.com/tech/funding/vahan-bags-8-million-funding-led-by-khosla-ventures/articleshow/86203887.cms"]}}, {"topic": {"value": "Total funding raised", "source_urls": ["https://economictimes.indiatimes.com/tech/funding/vahan-bags-8-million-funding-led-by-khosla-ventures/articleshow/86203887.cms", "https://economictimes.indiatimes.com/tech/funding/recruitment-platform-vahan-raised-10-million-in-funding-round-led-by-existing-investor-khosla-ventures/articleshow/113465340.cms", "https://tracxn.com/d/companies/vahan/__ir55WuVpRRhyGYUknUUUSUsCOPMiJWli-kRQ3REPHjA"]}, "detail": {"value": "Disclosed major rounds total $18M; third-party databases such as Tracxn cite ~$23.7M including undisclosed/earlier rounds; several seed and strategic rounds remain undisclosed", "source_urls": ["https://economictimes.indiatimes.com/tech/funding/vahan-bags-8-million-funding-led-by-khosla-ventures/articleshow/86203887.cms", "https://economictimes.indiatimes.com/tech/funding/recruitment-platform-vahan-raised-10-million-in-funding-round-led-by-existing-investor-khosla-ventures/articleshow/113465340.cms", "https://tracxn.com/d/companies/vahan/__ir55WuVpRRhyGYUknUUUSUsCOPMiJWli-kRQ3REPHjA", "https://inc42.com/buzz/y-combinator-backed-vahan-ai-raises-funds-from-khosla-ventures-others/"]}}, {"topic": {"value": "Employee headcount", "source_urls": ["https://www.ycombinator.com/companies/vahan"]}, "detail": {"value": "YC reports team size 85; third-party LinkedIn-derived aggregators report higher counts (~186) without primary-company confirmation", "source_urls": ["https://www.ycombinator.com/companies/vahan"]}}, {"topic": {"value": "Monthly placement volume", "source_urls": ["https://economictimes.indiatimes.com/tech/funding/vahan-bags-8-million-funding-led-by-khosla-ventures/articleshow/86203887.cms", "https://www.vccircle.com/khoslaventures-doubles-down-on-blue-collar-recruitment-platform-vahan-ai", "https://economictimes.indiatimes.com/tech/artificial-intelligence/openai-backs-indian-startup-vahan-to-automate-blue-collar-hiring-with-voice-ai/articleshow/120853376.cms"]}, "detail": {"value": "Reported monthly placements rise over time: ~7,000 (Sep 2021), ~25,000 (Sep 2024), 40,000+ (May 2025); cumulative placements also cited as 500,000+ and 1,000,000+ in different articles", "source_urls": ["https://economictimes.indiatimes.com/tech/funding/vahan-bags-8-million-funding-led-by-khosla-ventures/articleshow/86203887.cms", "https://www.vccircle.com/khoslaventures-doubles-down-on-blue-collar-recruitment-platform-vahan-ai", "https://economictimes.indiatimes.com/tech/artificial-intelligence/openai-backs-indian-startup-vahan-to-automate-blue-collar-hiring-with-voice-ai/articleshow/120853376.cms", "https://www.zeebiz.com/startups/news-ai-startup-funding-news-artificial-intelligence-firm-vahan-gets-10-million-dollar-funding-led-by-khosla-ventures-startup-news-today-make-in-india-unicorns-316185"]}}, {"topic": {"value": "Product evolution / pivot", "source_urls": ["https://economictimes.indiatimes.com/tech/artificial-intelligence/openai-backs-indian-startup-vahan-to-automate-blue-collar-hiring-with-voice-ai/articleshow/120853376.cms", "https://www.ycombinator.com/companies/vahan"]}, "detail": {"value": "Company launched as WhatsApp upskilling bot (2016), pivoted to recruitment in 2019, later added voice-first AI recruiter; YC launch post also describes data-annotation offering", "source_urls": ["https://economictimes.indiatimes.com/tech/artificial-intelligence/openai-backs-indian-startup-vahan-to-automate-blue-collar-hiring-with-voice-ai/articleshow/120853376.cms", "https://www.ycombinator.com/companies/vahan", "https://techcrunch.com/2019/07/29/vahan-yc-india/"]}}, {"topic": {"value": "Name collision with other companies", "source_urls": ["https://in.linkedin.com/company/vahakindia", "https://www.techcircle.in/2019/08/20/bike-taxi-firm-rapido-acqui-hires-data-analytics-firm-vahanalytics"]}, "detail": {"value": "Unrelated Indian startups include Vahak (logistics marketplace) and Vahanalytics (acqui-hired by Rapido in 2019); distinct from YC S19 Vahan.ai", "source_urls": ["https://in.linkedin.com/company/vahakindia", "https://www.techcircle.in/2019/08/20/bike-taxi-firm-rapido-acqui-hires-data-analytics-firm-vahanalytics", "https://www.ycombinator.com/companies/vahan"]}}, {"topic": {"value": "OpenAI backing semantics", "source_urls": ["https://economictimes.indiatimes.com/tech/artificial-intelligence/openai-backs-indian-startup-vahan-to-automate-blue-collar-hiring-with-voice-ai/articleshow/120853376.cms", "https://www.communicationstoday.co.in/bengaluru-startup-uses-openai-to-help-gig-workers-find-work/"]}, "detail": {"value": "Press headlines say OpenAI 'backs' Vahan, but coverage describes a technology partnership/collaboration rather than a disclosed equity investment", "source_urls": ["https://economictimes.indiatimes.com/tech/artificial-intelligence/openai-backs-indian-startup-vahan-to-automate-blue-collar-hiring-with-voice-ai/articleshow/120853376.cms", "https://www.communicationstoday.co.in/bengaluru-startup-uses-openai-to-help-gig-workers-find-work/"]}}, {"topic": {"value": "Recruitment agency network size", "source_urls": ["https://economictimes.indiatimes.com/tech/artificial-intelligence/openai-backs-ind...
- source urls
- ["https://economictimes.indiatimes.com/tech/artificial-intelligence/openai-backs-indian-startup-vahan-to-automate-blue-collar-hiring-with-voice-ai/articleshow/120853376.cms", "https://economictimes.indiatimes.com/tech/funding/recruitment-platform-vahan-raised-10-million-in-funding-round-led-by-existing-investor-khosla-ventures/articleshow/113465340.cms", "https://economictimes.indiatimes.com/tech/funding/vahan-bags-8-million-funding-led-by-khosla-ventures/articleshow/86203887.cms", "https://entrackr.com/2021/09/khosla-ventures-leads-8-mn-series-a-round-in-vahan/", "https://in.linkedin.com/company/vahakindia", "https://inc42.com/buzz/y-combinator-backed-vahan-ai-raises-funds-from-khosla-ventures-others/", "https://sg.news.yahoo.com/exclusive-former-siri-executives-startup-vahan-co-raises-064024919.html", "https://sg.news.yahoo.com/exclusive-former-siri-executives-startup-vahan-co-raises-064024919919.html", "https://techcrunch.com/2019/07/29/vahan-yc-india/", "https://tracxn.com/d/companies/vahan/__ir55WuVpRRhyGYUknUUUSUsCOPMiJWli-kRQ3REPHjA", "https://vahan.ai", "https://www.bloomberg.com/news/articles/2024-09-18/ai-startup-helping-hire-gig-workers-gets-vinod-khosla-backing", "https://www.communicationstoday.co.in/bengaluru-startup-uses-openai-to-help-gig-workers-find-work/", "https://www.deccanchronicle.com/business/companies/180818/vahan-announces-its-ai-driven-assistant-on-whatsapp-to-automate-recrui.html", "https://www.ipoplatform.com/startup-business-funding/vahan-technologies-india-private-limited/101691", "https://www.techcircle.in/2019/08/20/bike-taxi-firm-rapido-acqui-hires-data-analytics-firm-vahanalytics", "https://www.techcircle.in/2019/10/25/airtel-launches-accelerator-programme-buys-stake-in-tech-startup-vahan", "https://www.vccircle.com/khoslaventures-doubles-down-on-blue-collar-recruitment-platform-vahan-ai", "https://www.ycombinator.com/companies/vahan", "https://www.zeebiz.com/startups/news-ai-startup-funding-news-artificial-intelligence-firm-vahan-gets-10-million-dollar-funding-led-by-khosla-ventures-startup-news-today-make-in-india-unicorns-316185"]