Shelf Engine vs Convoy

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

Convoy leads in AI visibility (90 vs 59)
Shelf Engine logo

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
C59
Category Rank
#157 of 1158
AI Consensus
72%
Trend
up
Per Platform
ChatGPT
54
Perplexity
53
Gemini
57

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
Convoy logo

Convoy

LeaderLogistics & Supply Chain

General

Convoy was the digital freight marketplace that reached $3.8B valuation before shutting down in October 2023; assets were acquired by Flexport as the US trucking industry's digital transformation continues.

AI VisibilityBeta
Overall Score
A90
Category Rank
#58 of 1158
AI Consensus
51%
Trend
up
Per Platform
ChatGPT
82
Perplexity
99
Gemini
96

About

Convoy was a Seattle-based digital freight network that operated an automated matching platform connecting shippers with trucking carriers, aiming to bring Uber-style efficiency to the highly fragmented US trucking industry. Founded in 2015 by Dan Lewis and Grant Goodale, Convoy raised over $900M from investors including Google, Jeff Bezos, and T. Rowe Price, reaching a peak valuation of $3.8 billion as it grew to handle hundreds of thousands of loads per month across a network of hundreds of thousands of trucks.

Full profile

AI Visibility Head-to-Head

59
Overall Score
90
#157
Category Rank
#58
72
AI Consensus
51
up
Trend
up
54
ChatGPT
82
53
Perplexity
99
57
Gemini
96
64
Claude
82
53
Grok
94

Key Details

Category
General
General
Tier
Challenger
Leader
Entity Type
brand
company

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