Guac vs Manus AI

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

Manus AI leads in AI visibility (63 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
Manus AI logo

Manus AI

ChallengerAI & Machine Learning

Autonomous AI Agents

General-purpose autonomous AI agent. $125M+ revenue run rate. Acquired by Meta for $2B+ (Dec 2025). Founded 2022, China/Singapore. MIT Innovators Under 35.

AI VisibilityBeta
Overall Score
B63
Category Rank
#1 of 2
AI Consensus
66%
Trend
up
Per Platform
ChatGPT
66
Perplexity
64
Gemini
54

About

Manus AI is a general-purpose autonomous AI agent developed by Butterfly Effect Pte Ltd, founded in 2022 by Yichao "Peak" Ji and Xiao Hong. Relocated from China to Singapore (mid-2025). Launched March 6, 2025, autonomously handling complex tasks like market research, coding, data analysis, and content creation without human intervention.

Full profile

AI Visibility Head-to-Head

19
Overall Score
63
#907
Category Rank
#1
60
AI Consensus
66
up
Trend
up
10
ChatGPT
66
26
Perplexity
64
26
Gemini
54
18
Claude
69
19
Grok
64

Capabilities & Ecosystem

Capabilities

Only Manus AI
Autonomous AI Agents

Track AI Visibility in Real Time

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