Side-by-side comparison of AI visibility scores, market position, and capabilities
Multi-channel payout API for marketplaces and gig platforms handling payment routing, KYC, and 1099 generation; $1.5M revenue in 2024 competing with Stripe Connect for marketplace payout infrastructure.
Dots is a San Francisco-based payout infrastructure company providing a multi-channel API for marketplaces, gig platforms, and creator economy companies to pay their sellers, contractors, and creators — automating the payment routing, payout method selection (bank transfer, PayPal, Venmo, digital wallet), tax form collection (1099 generation for US contractors), and KYC/AML compliance that building payouts in-house requires. Founded in 2021 by Sahil Hasan and Kartikye Mittal, Dots achieved $1.5 million in revenue in 2024 with a 7-10 person team and received an acquisition offer in April 2025.
Alpaca is a self-clearing broker-dealer and global leader in brokerage infrastructure APIs for stocks, ETFs, options, and fixed income; raised $52M Series C in April 2025 totaling $170M;
Alpaca is a developer-first brokerage infrastructure company founded in 2015 and headquartered in San Mateo, California. It operates as a fully self-clearing broker-dealer with DTCC, Nasdaq, OCC, and FICC memberships — enabling it to provide end-to-end brokerage infrastructure for stocks, ETFs, options, fixed income, and cryptocurrency without requiring partners to manage their own clearing relationships. Alpaca's Broker API allows fintech companies, neobrokerages, robo-advisors, and wealth management platforms to embed multi-asset trading into their applications with a single integration.
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