noodle.ai vs Manus AI

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

Manus AI leads in AI visibility (63 vs 23)
noodle.ai logo

noodle.ai

EmergingLogistics & Supply Chain

General

San Francisco CPG supply chain AI (rebranded Daybreak) at $35M ARR May 2025; $107M total (Dell/TPG/ServiceNow/In-Q-Tel) focusing on Fill-Rate/OTIF for Estée Lauder/Kellogg's competing with o9 Solutions for AI demand planning.

AI VisibilityBeta
Overall Score
D23
Category Rank
#642 of 1158
AI Consensus
73%
Trend
up
Per Platform
ChatGPT
30
Perplexity
29
Gemini
19

About

Noodle.ai (rebranded as Daybreak) is a San Francisco, California-based enterprise AI supply chain planning platform — backed with $107 million in total funding including a $10 million Series C-II in January 2024 from Dell Technologies Capital, TPG, ServiceNow Ventures, Honeywell Ventures, Nexus Venture Partners, and In-Q-Tel — providing CPG (consumer packaged goods) and manufacturing companies including Estée Lauder and Kellogg's with AI-powered inventory planning, demand forecasting, and fill-rate optimization that targets Fill-Rate, Inventory, and OTIF (On-Time-In-Full) outcomes as the primary business metrics. As of May 2025, Noodle.ai/Daybreak reports $35 million in annual recurring revenue with approximately 105 employees across 6 continents. In January 2024, Stephen R. Collins was appointed CEO (founder Stephen Pratt transitioning to Senior Strategic Advisor) and Jerome Holbus joined as Chief Product Officer. Founded in 2016 in San Francisco.

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

23
Overall Score
63
#642
Category Rank
#1
73
AI Consensus
66
up
Trend
up
30
ChatGPT
66
29
Perplexity
64
19
Gemini
54
29
Claude
69
26
Grok
64

Key Details

Category
General
Autonomous AI Agents
Tier
Emerging
Challenger
Entity Type
brand
brand

Capabilities & Ecosystem

Capabilities

Only Manus AI
Autonomous AI Agents

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