FedML provides solutions for federated learning, focusing on scalability and cost-effectiveness.

FedML

Abacus.AI provides an AI-assisted platform for data science and MLOps, offering various tools for AI applications in enterprises.

Bindu Reddy

Siddartha Naidu

Arvind Sundararajan

Abacus.AI

Fiddler is an AI Observability platform that enables organizations to build trustworthy, transparent, and understandable AI solutions. The company is committed to responsible AI and offers products to build trustworthy AI free of bias.

Amit Paka

Krishna Gade

Fiddler

OctaiPipe is a distributed Edge AI platform that combines Federated Learning and Edge MLOps to deliver scalable and secure AI for IoT devices. They enable critical infrastructure companies to deploy on-device machine learning across any IoT device network, making infrastructures more efficient, sustainable, resilient, and secure.

Metric
Company Name	FedML	Abacus.AI	Fiddler	OctaiPipe
Symbol
MSH ID	AI:FEDML	AI:ABACUS	AI:FIDDLER	AI:OCTAIPIPE
Market	PRIVATE	PRIVATE	PRIVATE	PRIVATE
Sector	Technology	Technology	Technology	Technology
Industry	Artificial Intelligence	Artificial Intelligence	Artificial Intelligence	Artificial Intelligence
Country	US	US	US	GB
Stage	Seed
Employee Count		119	74	21
Website	fedml.ai	abacus.ai	fiddler.ai	octaipipe.ai
LinkedIn			fiddler-ai	octaipipe
Founders

Metric
Market Cap
Enterprise Value
Monthly Web Traffic	864	605.14K
Web Traffic Growth	-0.62	2.44
Valuation
Raised Capital	11.50M

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Revenue (NTM)
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Revenue 2026

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Gross Profit Margin
Operating Profit Margin
EBITDA Margin
Net Profit Margin
Return on Equity
Return on Assets
Return on Capital Employed

FEDM

AI:FEDML

FedML

Company Overview

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Financial Performance

Growth Metrics

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Valuation Multiples

Operational Metrics

Cash Flow Metrics

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Efficiency Metrics

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Rule of 40 (LTM)
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SG&A to Revenue