Stack AV vs Decimal

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

Stack AV leads in AI visibility (25 vs 18)
Stack AV logo

Stack AV

EmergingTransportation

Autonomous Vehicles

Stack AV is building autonomous vehicle technology for commercial trucking, founded by Argo AI alumni with deep experience in large-scale AV deployment.

AI VisibilityBeta
Overall Score
D25
Category Rank
#6 of 6
AI Consensus
58%
Trend
up
Per Platform
ChatGPT
20
Perplexity
30
Gemini
20

About

Stack AV is an autonomous vehicle company founded in 2022 by former executives and engineers from Argo AI following that company's shutdown. The founding team brings experience building and scaling self-driving systems for both passenger and commercial vehicle applications. Stack AV is focused on the commercial trucking market, developing autonomous driving software designed for long-haul freight operations. The company raised $150M in Series A funding led by SoftBank to accelerate development of its autonomous trucking system. Stack AV is developing a full-stack autonomous driving solution covering perception, prediction, planning, and mapping optimized for the operational design domain of highway freight. The company benefits from its founders' experience navigating the technical and regulatory challenges of AV deployment at scale. Stack AV represents the continued consolidation of AV talent into trucking applications as the industry pivots from passenger autonomy toward the freight sector where economics and regulatory pathways are more favorable.

Full profile
Decimal logo

Decimal

EmergingFintech

Tech-Enabled Bookkeeping

Tech-enabled bookkeeping pairing dedicated accountants with proprietary automation; flat monthly subscription; founded 2020 in Fishers, Indiana; faster close with full client transparency.

AI VisibilityBeta
Overall Score
D18
Category Rank
#1 of 1
AI Consensus
84%
Trend
up
Per Platform
ChatGPT
21
Perplexity
17
Gemini
23

About

Decimal is a Fishers, Indiana-based technology-enabled bookkeeping company that provides small businesses with a dedicated accounting team and a modern software platform for a flat monthly subscription. Founded in 2020, Decimal was built to address the most common frustration of small business owners who have outgrown DIY bookkeeping but find traditional bookkeeping firms slow, expensive, and opaque. Decimal pairs each client with a dedicated bookkeeper and accounting team who are supported by proprietary software that automates routine transaction processing, exception identification, and reporting, allowing the human team to focus on accuracy review, month-end close, and client communication rather than manual data entry.\n\nDecimal's product experience centers on transparency and responsiveness. Clients access their books through a web portal with real-time financial dashboards showing cash position, profit and loss, and accounts receivable and payable balances. The platform includes a communication thread for each question or task, giving small business owners visibility into the status of their bookkeeping without email chains or phone tag. Decimal's pricing model is a flat monthly subscription based on business complexity rather than hours worked, making costs predictable and removing the billing anxiety that characterizes traditional bookkeeping relationships.\n\nDecimal targets small businesses with $500,000 to $10 million in annual revenue that need accurate, timely books and periodic financial guidance but are not yet ready for a full-time accounting hire or a CFO-level engagement. The company operates as a fully remote team and serves clients across the United States in industries including professional services, e-commerce, retail, and service businesses. Decimal competes with Bench, Pilot, and Botkeeper in the technology-enabled bookkeeping market, differentiating on its dedicated team model, the quality of its software-plus-human integration, and its Midwestern operational roots that keep its cost structure competitive.

Full profile

AI Visibility Head-to-Head

25
Overall Score
18
#6
Category Rank
#1
58
AI Consensus
84
up
Trend
up
20
ChatGPT
21
30
Perplexity
17
20
Gemini
23
23
Claude
18
36
Grok
22

Capabilities & Ecosystem

Capabilities

Only Stack AV
Autonomous Vehicles
Only Decimal
Tech-Enabled Bookkeeping

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