Guideline vs Alpaca

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

AI visibility is closely matched (72 vs 72)
Guideline logo

Guideline

LeaderFinancial Services

401k & Retirement Plans

Founded 2015; raised $356M; $1.15B valuation (2022); $120M ARR; $13B AUM; 50K+ business clients; acquired by Gusto ~$600M (Nov 2025).

AI VisibilityBeta
Overall Score
B72
Category Rank
#153 of 682
AI Consensus
86%
Trend
stable
Per Platform
ChatGPT
73
Perplexity
70
Gemini
76

About

Guideline is a technology-driven 401(k) plan provider founded in 2015 by Kevin Busque (co-founder of TaskRabbit), headquartered in San Mateo, CA. The company set out to democratize retirement savings by making professionally managed, low-cost 401(k) plans accessible to small and medium-sized businesses — a segment historically underserved by legacy providers like Fidelity and Vanguard due to high complexity and fees. Guideline's platform automates plan setup, payroll integration, compliance filing, and employee investment management, charging a transparent subscription fee ($49–$129/month plus $8/participant) and a low 0.08% annual AUM fee, compared to the industry-standard 1–2% charged by incumbents.

Full profile
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

72
Overall Score
72
#153
Category Rank
#169
86
AI Consensus
76
stable
Trend
stable
73
ChatGPT
67
70
Perplexity
77
76
Gemini
69
71
Claude
71
72
Grok
74

Key Details

Category
401k & Retirement Plans
Brokerage Infrastructure API Platform
Tier
Leader
Leader
Entity Type
brand
brand

Track AI Visibility in Real Time

Monitor how your brand performs across ChatGPT, Gemini, Perplexity, Claude, and Grok daily.