Guac vs Convoy

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

Convoy leads in AI visibility (90 vs 19)
Guac logo

Guac

EmergingLogistics & Supply Chain

General

US YC AI grocery demand forecasting at 0.95 MAE with 38% food waste reduction for 300-location chain; $2.3M seed Dec 2023 1984/YC/Collaborative/Instacart angels using sports betting odds and weather for inventory competing with Afresh.

AI VisibilityBeta
Overall Score
D19
Category Rank
#907 of 1158
AI Consensus
60%
Trend
up
Per Platform
ChatGPT
10
Perplexity
26
Gemini
26

About

Guac is a United States-based AI demand forecasting platform for grocery retailers — backed by Y Combinator with $2.3 million in seed funding in December 2023 from 1984 Ventures, Y Combinator, Collaborative Fund, and angel investors from Instacart, Roblox, Jane Street, and Citadel Securities — providing grocery chains, delivery companies, and supermarkets across North America, Europe, and the Middle East with machine learning-powered daily sales predictions that achieve 0.95 unit mean absolute error (MAE) average forecast accuracy, delivering 38% food waste reduction for a 300-location supermarket chain customer. Founded by Euro Wang and Jack Solomon, Guac applies unconventional data signals (sports betting odds, weather forecasts, local event calendars) to grocery demand prediction where traditional moving-average forecasting fails.

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

19
Overall Score
90
#907
Category Rank
#58
60
AI Consensus
51
up
Trend
up
10
ChatGPT
82
26
Perplexity
99
26
Gemini
96
18
Claude
82
19
Grok
94

Key Details

Category
General
General
Tier
Emerging
Leader
Entity Type
brand
company

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