BentoML is an open source project that focuses on machine learning model serving and deployment. It provides an easy-to-use API for data scientists to package their models and build machine learning services around them, along with tools to facilitate quick deployment into production.

Simba Khadder

BentoML

Alectio provides a DataPrepOps platform designed for data-centric AI workflows, aiming to improve model training efficiency and reduce the amount of data required.

Alectio

Petuum focuses on open-sourcing language models to enhance transparency and facilitate collaborative research.

Ning Li

Eric Xing

Qirong Ho

Petuum

Featureform turns features into a first-class component of the machine learning process.

Metric
Company Name	BentoML	Alectio	Petuum
Symbol
MSH ID	COM:FEATUREFORM	COM:ALECTIO	COM:PETUUM
Market	PRIVATE	PRIVATE	PRIVATE
Sector	Technology	Technology	Technology
Industry	Technology	Software & IT Services	Artificial Intelligence
Country	US	US	US
Stage	Seed		Series B
Employee Count	16	11	37
Website	featureform.com	alectio.com	petuum.com
LinkedIn	featureform-ml
Founders

Metric
Market Cap
Enterprise Value
Monthly Web Traffic	44.86K	78	1.69K
Web Traffic Growth	0.94	-0.48	2.28
Valuation
Raised Capital	6M		93M

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Revenue
Revenue (LTM)
Revenue (NTM)
Gross Profit
EBITDA
Operating Income
Net Income
EPS
Diluted EPS
Revenue 2022
Revenue 2023
Revenue 2024
Revenue 2025
Revenue 2026

Metric
Revenue Growth (LTM)
Revenue Growth (NTM)
Gross Profit Growth (LTM)
EBITDA Growth (LTM)
Net Income Growth (LTM)
14-Day Growth Score
28-Day Growth Score
90-Day Growth Score
365-Day Growth Score

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

COM:FEATUREFORM

BentoML

Company Overview

Market Metrics

Financial Performance

Growth Metrics

Profitability Ratios

Valuation Multiples

Operational Metrics

Cash Flow Metrics

Balance Sheet Metrics

Efficiency Metrics

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P/E Ratio
P/B Ratio
Revenue Multiple (LTM)
Revenue Multiple (NTM)
EBITDA Multiple (LTM)
EBITDA Multiple (NTM)
Price to Sales Ratio
EV Multiple

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Days Sales Outstanding
Days Payables Outstanding
Days Inventory Outstanding
Operating Cycle
Cash Conversion Cycle
Asset Turnover

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Operating Cash Flow
Free Cash Flow
Cash Flow to Debt
Operating Cash Flow/Sales
Free Cash Flow Yield

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Cash & Equivalents
Accounts Receivable
Inventory
Goodwill
Debt to Capitalization
Debt to Assets
Current Ratio
Quick Ratio

Metric
Rule of 40 (LTM)
Rule of 40 (NTM)
Stock Comp to Revenue
R&D to Revenue
SG&A to Revenue