Toma vs Bucket Robotics

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

Bucket Robotics leads in AI visibility (42 vs 36)

Toma

EmergingAutomotive

General

SF YC W24 AI voice agents for car dealerships at 7-fig ARR in under 1 year with 100+ dealers and 1M+ calls; $17.5M total ($17M a16z Series A Jun 2025) with Lithia/Cox partnerships competing for automotive dealership AI.

AI VisibilityBeta
Overall Score
D36
Category Rank
#1120 of 1167
AI Consensus
51%
Trend
stable
Per Platform
ChatGPT
43
Perplexity
43
Gemini
31

About

Toma is a San Francisco-based AI voice agent platform for automotive dealerships — backed by Y Combinator (W24) with $17.5 million in total funding including a $17 million Series A in June 2025 led by Andreessen Horowitz with Y Combinator, Scale Ventures, and angel investor Yossi Levi (Car Dealership Guy) — providing car dealerships with a fully integrated AI software suite that handles inbound and outbound voice calls across service, sales, finance, and IT departments. Surpassing 7-figure ARR in under one year since founding in early 2024, approaching 8-figure ARR, and serving 100+ dealerships across the US with 1 million+ call minutes handled, Toma partners with Lithia Motors and Cox Automotive positioning as the automotive industry's equivalent of Microsoft/OpenAI for dealership voice automation.

Full profile

Bucket Robotics

EmergingManufacturing

General

Bucket Robotics builds modular autonomous mobile robots for warehouse and industrial environments, designed for rapid deployment without requiring fixed infrastructure or facility modifications.

AI VisibilityBeta
Overall Score
C42
Category Rank
#1059 of 1167
AI Consensus
62%
Trend
stable
Per Platform
ChatGPT
35
Perplexity
48
Gemini
38

About

Bucket Robotics is an autonomous mobile robot (AMR) company that designs modular, rapidly deployable robots for warehouse automation and industrial material handling. Unlike traditional warehouse automation systems that require significant facility modifications, fixed conveyors, and multi-month installation projects, Bucket Robotics' AMRs navigate dynamically using onboard sensors and AI, allowing deployment in existing facilities without permanent infrastructure changes.

Full profile

AI Visibility Head-to-Head

36
Overall Score
42
#1120
Category Rank
#1059
51
AI Consensus
62
stable
Trend
stable
43
ChatGPT
35
43
Perplexity
48
31
Gemini
38
46
Claude
46
28
Grok
49

Track AI Visibility in Real Time

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