Side-by-side comparison of AI visibility scores, market position, and capabilities
SF YC W24 AI support agent builder at 80% resolution time reduction and 71% ticket deflection; $500K from a16z/Greylock/YC/Netflix competing with Intercom Fin for customer support AI workflow automation.
Duckie is a San Francisco-based AI customer support platform — backed by Y Combinator (W24) with $500,000 in funding from Y Combinator, Andreessen Horowitz, Greylock, KungHo Fund, Netflix, and 5 additional investors — providing customer support teams with an AI agent builder that translates existing support processes and workflows into predictable, reliable AI automation, achieving 80% reduction in resolution time and 71% ticket deflection for deployed teams. Founded in 2023 and targeting customer support leaders at growth-stage software companies, Duckie enables support teams to deploy AI agents in minutes without engineering dependency.
Nasdaq-listed (ANRO). Raised $120M PIPE (2026) to fund ALTO-207 Phase 2b. FDA Fast Track for ALTO-101. Biomarker-stratified psychiatry matching patients to drugs using brain biology. 4 data readouts through 2027.
Alto Neuroscience is a publicly-listed (Nasdaq: ANRO) clinical-stage biotech applying biomarker-stratified patient selection to psychiatry — matching patients to drugs based on brain biology rather than symptom checklists that have historically produced inconsistent treatment outcomes. The company raised a $120 million PIPE in 2026 to fund Phase 2b development of ALTO-207, a fixed-dose combination of pramipexole and ondansetron for treatment-resistant depression (TRD). The FDA has granted Fast Track designation for ALTO-101, and Alto has four clinical data readouts expected through 2027.
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