Pigment vs Alpaca

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

Alpaca leads in AI visibility (72 vs 57)
Pigment logo

Pigment

ChallengerFintech

Financial Planning & Analysis (FP&A)

Enterprise business planning platform for FP&A, sales, and HR. Paris-based unicorn valued at $1B. Raised $397M. 2x YoY ARR growth. Founded 2019. Private.

AI VisibilityBeta
Overall Score
C57
Category Rank
#214 of 682
AI Consensus
77%
Trend
stable
Per Platform
ChatGPT
52
Perplexity
57
Gemini
53

About

Pigment is a Paris-based enterprise business planning platform founded in 2019 by Eleonore Crespo (ex-Google/Index Ventures) and Romain Niccoli (co-founder/CTO of Criteo), both serving as Co-CEOs. It provides integrated planning for FP&A, sales performance management, workforce planning, and supply chain forecasting, replacing legacy spreadsheets.

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

57
Overall Score
72
#214
Category Rank
#169
77
AI Consensus
76
stable
Trend
stable
52
ChatGPT
67
57
Perplexity
77
53
Gemini
69
61
Claude
71
53
Grok
74

Key Details

Category
Financial Planning & Analysis (FP&A)
Brokerage Infrastructure API Platform
Tier
Challenger
Leader
Entity Type
brand
brand

Capabilities & Ecosystem

Capabilities

Only Pigment
Financial Planning & Analysis (FP&A)

Integrations

Only Pigment

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