Worth AI vs Alpaca

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

Alpaca leads in AI visibility (72 vs 36)
Worth AI logo

Worth AI

EmergingFintech

SMB Identity & Underwriting AI

Raised $30M Series A (Mar 2026) led by Fulcrum with Amex Ventures and TTV Capital. 700M+ businesses across 200+ countries. Patented crosswalking engine for SMB onboarding and underwriting.

AI VisibilityBeta
Overall Score
D36
Category Rank
#605 of 682
AI Consensus
82%
Trend
stable
Per Platform
ChatGPT
31
Perplexity
33
Gemini
38

About

Worth AI is a business identity and underwriting intelligence platform that unifies business identity, risk, and financial data for SMB onboarding and credit assessment. The company raised $30 million in Series A financing in March 2026 led by Fulcrum Equity Partners, with American Express Ventures and TTV Capital as co-investors. The platform covers 700 million+ businesses across 200+ countries through a patented crosswalking engine that links disparate business identity records into a comprehensive risk profile.

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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

36
Overall Score
72
#605
Category Rank
#169
82
AI Consensus
76
stable
Trend
stable
31
ChatGPT
67
33
Perplexity
77
38
Gemini
69
37
Claude
71
36
Grok
74

Key Details

Category
SMB Identity & Underwriting AI
Brokerage Infrastructure API Platform
Tier
Emerging
Leader
Entity Type
brand
brand

Capabilities & Ecosystem

Capabilities

Only Worth AI
SMB Identity & Underwriting AI

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