Shelf Engine vs Hermes Robotics

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

Shelf Engine leads in AI visibility (56 vs 43)

Shelf Engine

ChallengerLogistics & Supply Chain

General

Seattle YC W20 AI perishable order automation for Kroger, Walmart, Dollar General (national partnership Jan 2024); $58M total ($41M General Catalyst Series B 2021) quadrupling profit margins and cutting food waste 32% competing with Afresh.

AI VisibilityBeta
Overall Score
C56
Category Rank
#161 of 1167
AI Consensus
51%
Trend
stable
Per Platform
ChatGPT
64
Perplexity
52
Gemini
47

About

Shelf Engine is a Seattle, Washington-based AI-powered grocery order automation platform — backed by Y Combinator (W20) with $58 million in total funding including a $41 million Series B in March 2021 led by General Catalyst with GGV Capital and Foundation Capital — providing grocery retailers with an automated ordering system that uses AI demand forecasting to determine the optimal quantity of perishable products (bakery, produce, deli, prepared foods) to order daily from suppliers, quadrupling retailer profit margins on perishable categories while reducing food waste by up to 32%. Founded in 2015 and serving leading grocers including Kroger and Walmart at thousands of locations, Shelf Engine partnered with Dollar General for national expansion in January 2024, demonstrating the platform's applicability beyond traditional grocery into dollar and convenience store perishable programs.

Full profile

Hermes Robotics

EmergingManufacturing

General

Autonomous mobile robot company for warehouse automation; flexible AMR-based fulfillment systems that adapt to changing product mixes without fixed infrastructure.

AI VisibilityBeta
Overall Score
C43
Category Rank
#1040 of 1167
AI Consensus
60%
Trend
stable
Per Platform
ChatGPT
46
Perplexity
43
Gemini
41

About

Hermes Robotics is an autonomous mobile robot (AMR) and warehouse automation company developing robots and software for logistics and fulfillment operations in warehouses, distribution centers, and manufacturing facilities. The company builds ground-based autonomous robots capable of transporting goods, fulfilling orders, and navigating dynamic warehouse environments alongside human workers, with software for fleet management and warehouse orchestration.

Full profile

AI Visibility Head-to-Head

56
Overall Score
43
#161
Category Rank
#1040
51
AI Consensus
60
stable
Trend
stable
64
ChatGPT
46
52
Perplexity
43
47
Gemini
41
61
Claude
34
66
Grok
52

Track AI Visibility in Real Time

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