Dots vs Alpaca

Side-by-side comparison of AI visibility scores, market position, and capabilities

Alpaca leads in AI visibility (72 vs 38)
Dots logo

Dots

EmergingFinance

General

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.

AI VisibilityBeta
Overall Score
D38
Category Rank
#551 of 682
AI Consensus
83%
Trend
stable
Per Platform
ChatGPT
41
Perplexity
39
Gemini
40

About

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.

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Alpaca logo

Alpaca

LeaderFinancial Services

Brokerage Infrastructure API Platform

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;

AI VisibilityBeta
Overall Score
B72
Category Rank
#169 of 682
AI Consensus
76%
Trend
stable
Per Platform
ChatGPT
67
Perplexity
77
Gemini
69

About

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.

Full profile

AI Visibility Head-to-Head

38
Overall Score
72
#551
Category Rank
#169
83
AI Consensus
76
stable
Trend
stable
41
ChatGPT
67
39
Perplexity
77
40
Gemini
69
34
Claude
71
38
Grok
74

Key Details

Category
General
Brokerage Infrastructure API Platform
Tier
Emerging
Leader
Entity Type
brand
brand

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