Pilot vs Numeral

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

Numeral leads in AI visibility (69 vs 42)
Pilot logo

Pilot

EmergingFinance

Accounting Software

Outsourced bookkeeping for startups combining human accountants with automation; $1B+ valuation serving funded companies with monthly financials and tax filing.

AI VisibilityBeta
Overall Score
C42
Category Rank
#57 of 78
AI Consensus
68%
Trend
up
Per Platform
ChatGPT
39
Perplexity
40
Gemini
47

About

Pilot is an outsourced bookkeeping and accounting service for startups and growing businesses, combining dedicated human accountants with proprietary software automation to deliver accurate monthly financials, tax preparation, and CFO services. Founded in 2017 by serial entrepreneurs Waseem Daher, Jessica McKellar, and Jeff Arnold — all previously at Dropbox — Pilot is headquartered in San Francisco and has raised $150 million in funding from Sequoia, Index Ventures, and others at over $1 billion valuation.

Full profile
Numeral logo

Numeral

ChallengerFinance

Accounting Software

E-commerce sales tax automation with fully managed multi-state filing and remittance; post-Wayfair compliance service for Shopify merchants handling nexus monitoring to payment.

AI VisibilityBeta
Overall Score
B69
Category Rank
#18 of 78
AI Consensus
75%
Trend
up
Per Platform
ChatGPT
67
Perplexity
63
Gemini
73

About

Numeral is a sales tax compliance automation platform helping e-commerce businesses automate the filing and remittance of sales tax across US states, eliminating the manual burden of multi-state sales tax compliance that became significantly more complex after the 2018 South Dakota v. Wayfair Supreme Court decision requiring online sellers to collect sales tax in states where they have economic nexus. Founded in 2021 and headquartered in San Francisco, Numeral raised $4 million to build a simpler, more automated sales tax solution for Shopify and e-commerce merchants.

Full profile

AI Visibility Head-to-Head

42
Overall Score
69
#57
Category Rank
#18
68
AI Consensus
75
up
Trend
up
39
ChatGPT
67
40
Perplexity
63
47
Gemini
73
35
Claude
66
47
Grok
63

Key Details

Category
Accounting Software
Accounting Software
Tier
Emerging
Challenger
Entity Type
brand
brand

Capabilities & Ecosystem

Capabilities

Shared
Accounting Software

Integrations

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