Which is better, BigML or Penpot?

BigML edges out Penpot based on user ratings across 44 reviews. That said, the best pick depends on your workflow — Penpot may be a stronger fit for specific team sizes or use cases. Review the full comparison to decide.

What are the main differences between BigML and Penpot?

Key differences between BigML and Penpot include pricing (BigML starts at $20 vs Penpot at Free); target audience (BigML targets Large Enterprises while Penpot serves Small Business). Use the Spotsaas comparison table to evaluate each dimension before deciding.

Do both BigML and Penpot offer a Free trial?

Neither BigML nor Penpot offers a free trial.

Who are the typical users of BigML?

BigML is designed for Large Enterprises, Medium Business, Small Business.

Who are the typical users of Penpot?

Penpot is designed for Small Business, Mid-Market, Enterprise.

What is the starting price of BigML and Penpot?

Pricing for BigML starts at $20/Month, whereas Penpot starts at Freefree.

What are the best alternatives to BigML?

Some top alternatives to BigML include SAS Advanced Analytics, Qualified, Workvivo, Backprop, Neuro.

What are the best alternatives to Penpot?

Some top alternatives to Penpot include Looka.

BigML vs Penpot vs Looka Comparison

Last updated: May 21, 2026

BigML

4.7(44 reviews)

Starting at $20 /Month

Large Enterprises
Medium Business

BigML is an advanced machine learning platform that makes it incredibly simple to access powerful algorithms and predictive models, quickly and easily. Our cloud and on-premises service is seamless to integrate, allowing…

View Pricing Read Reviews

Penpot

4.4(310 reviews)

Starting at Free free

Small Business
Mid-Market

Penpot is the first open-source design and prototyping tool built for cross-functional teams, offering a Figma-like experience with full self-hosting capability. It runs in the browser, supports real-time collaboration,…

View Pricing Read Reviews

Looka

4.1(11,322 reviews)

Starting at $4.99 /Month

Individuals
Medium Business

The looka design suite comprises a full software environment for every stage of a designer's work. The suite enables designers to create and share a seamless style in every image. With looka, any image can have a consist…

View Pricing Read Reviews

BigML leads on user satisfaction with a 4.7-star rating across 44 reviews.

BigML vs Penpot vs Looka — at a glance

Feature	BigML	Penpot	Looka
Rating	4.7 / 5	4.4 / 5	4.1 / 5
Reviews	44	310	11,322
Starting price	$20 /Month	Free free	$4.99 /Month
Free trial	No	No	No
Free version	No	No	No
Best for	Large Enterprises, Medium Business, Small Business	Small Business, Mid-Market, Enterprise	Individuals, Medium Business, Small Business
Category	Data Science and Machine Learning Platforms	Graphic Design Software	Graphic Design Software
Platforms	SaaS/Web/Cloud, Installed - Windows, Installed - Mac	Cloud, On-Premise, Linux	SaaS/Web/Cloud
API	Available	Available	—
Support modes	Online	GitHub Issues, Community Forum, Help Center, Enterprise Support	Online
Certifications	SOC 2, GDPR	—	GDPR
Data residency	Global	—	US

Key differences between BigML and Penpot

Pricing: BigML starts at $20 /Month, while Penpot starts at Free free.
Target audience: BigML is built for Large Enterprises and Medium Business, while Penpot targets Small Business and Mid-Market.
User satisfaction: BigML scores higher with a 4.7-star average.
Deployment: BigML supports SaaS/Web/Cloud, Installed - Windows, Installed - Mac; Penpot supports Cloud, On-Premise, Linux.

Compare BigML vs Penpot vs Looka — and walk away knowing which one fits.

Which tool fits your team best

Which is actually cheaper for your team size

Where each product wins, per real buyers

Most Data Science and Machine Learning Platforms tools look identical on paper. This comparison cuts to the differences that matter — pricing structure, team fit, and what real buyers found after signing up.

Biggest differences

Features

Pricing

Buying details

Security

Buyer feedback

Integrations

Product tour

Other options

	BigML (30) Talk to an expert Talk to an expert	Penpot Talk to an expert Talk to an expert

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Biggest differences

Affiliate Disclosure

Start here before you go deeper into features.

BigML

Best for quick, easy predictive modeling with strong visualization and explainability.

Choose if

You need fast setup with intuitive web interface and REST APIs.
Your team values interactive model visualization and explainability features.
You are a small to medium business with data science or analyst expertise.

Consider alternatives if

Your organization lacks any data science expertise or resources.
You require highly customized or proprietary machine learning algorithms.

Penpot

Best for

Small Business, Mid-Market, Enterprise

Looka

Best for quick, easy logo and brand identity design for small teams.

Choose if

You need fast, simple logo creation with minimal learning curve.
You want consistent brand styling across multiple images effortlessly.
You value responsive, personalized customer support for design issues.

Consider alternatives if

Your team requires advanced design features and deep customization.
You represent a large enterprise needing complex design workflows.

BigML typically suits Large Enterprises and Medium Business. Penpot tends to fit Small Business and Mid-Market better. The right choice depends on your team size, workflow, and whether a free trial matters.

Description	BigML is an advanced machine learning platform that makes it incredibly simple to access powerful algorithms and predictive models, quickly and easily. Our cloud and on-premises service is ... Read More about BigML	Penpot is the first open-source design and prototyping tool built for cross-functional teams, offering a Figma-like experience with full self-hosting capability. It runs in the browser, ... Read More about Penpot	The looka design suite comprises a full software environment for every stage of a designer's work. The suite enables designers to create and share a seamless style in every image. With ... Read More about Looka
Entry Level Pricing	Starts from $20 , Billed Yearly	Starts from Free	Starts from $4.99
Free Trial Availability	No free trial	No free trial	No free trial
SpotScore What's this? ↗	Not Available	8.8/10	9.1/10
User Ratings Based on verified Spotsaas reviews	4.7 (44)	4.4 (310)	4.1 (11322)
Best Company Size	Small BusinessMedium Business	—	1-50 employees51-200 employees
	Get pricing help	Get pricing help	Visit website

Where each option fits best

See where each product is strongest, which teams it fits, and what causes buyers to keep looking — before you commit.

Based on buyer reviews and verified product data collected by Spotsaas.

Strengths

Key strengths

BigML

No key benefits available yet.

Penpot

Full Design Tool at Zero Cost: Self-hosted Penpot provides a Figma-grade design and prototyping experience with no subscription, no seat limits, and no vendor lock-in.
Data Sovereignty for Design: Self-hosting keeps all design files, assets, and collaboration data on company infrastructure — meeting data residency requirements that SaaS tools cannot.
Developer-Friendly Output: SVG-based designs with CSS inspect eliminate the format conversion step between design and development — designers and developers work in the same open language.

Looka

No key benefits available yet.

Best fit

BigML

No best-fit guidance available yet.

Penpot

Government and public sector organizations that cannot use US SaaS tools due to data residency or sovereignty requirements
Open-source projects and nonprofits that need professional design tooling without SaaS subscription costs
European enterprises replacing Figma to maintain GDPR-compliant design data on EU-hosted self-managed infrastructure

Looka

No best-fit guidance available yet.

Software Demo

Demo

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How do BigML, Penpot and Looka Compare on Features?

Total Features	6 Features	6 Features	6 Features
Unique Features	No unique features	No unique features	No unique features
	Get Quote	Get Quote	Visit website

Compare BigML, Penpot and Looka on pricing

Review starting price, plan structure, and free-trial access side by side so you can see which option fits your budget and buying process.

Pricing Option
Starting From	$20 , Billed Yearly	Free	$4.99
Pricing Plans	Free Get Started Total tasks and storage: Unlimited Max. dataset size: 16 MB per task Max. parallel tasks: 2 Show more + Standard Get Started Total tasks and storage: Unlimited Max. dataset size: 64 MB per task Max. parallel tasks: 2 Show more + BigML Lite NEW Get Started 5 users 1 organization BigML standard theme Show more + Browse all pricing plans	Free (Self-Hosted) Free Get Started Full features Unlimited users Docker deployment Show more + Free (Cloud) Free Get Started Cloud hosting Unlimited projects Real-time collaboration Show more + Enterprise Custom paid Get Started On-premise SLA Priority support Custom integrations Show more +	Not Available
Pricing Page		Pricing information not available
	View detailed pricing	View detailed pricing	View detailed pricing

Other Details

Organization Types supported	Individuals Small Business Medium Business Freelancers Large Enterprises	Individuals Small Business Medium Business Freelancers Large Enterprises	Individuals Small Business Medium Business Freelancers Large Enterprises
Platforms Supported	Browser Based (Cloud) Mobile - Android Installed - Mac Installed - Windows Mobile - iOS Browser Based (Cloud)	Browser Based (Cloud) Mobile - Android Installed - Mac Installed - Windows Mobile - iOS Browser Based (Cloud)	Browser Based (Cloud) Mobile - Android Installed - Mac Installed - Windows Mobile - iOS Browser Based (Cloud)
Modes of support	24/7 (Live rep) Business Hours Online	24/7 (Live rep) Business Hours Online	24/7 (Live rep) Business Hours Online
API Support	Available	Available	Not Available
	Get help choosing	Get help choosing	Visit Website

Security & Compliance

Certifications, data handling, and security controls for IT and compliance evaluators.

SOC 2	✓ Yes	—
HIPAA	✗ No	—
GDPR	✓ Yes	—
ISO 27001	✗ No	—
Single Sign-On (SSO)	✓ Yes	—
Multi-Factor Auth (MFA)	✓ Yes	—
Data Encryption	✓ Yes	—
Data Residency	🌐 Global	—

BigML vs Penpot User Reviews & Rating Comparison

User Ratings	4.7 (based on 44 reviews)	4.4 (based on 310 reviews)	4.1 (based on 11322 reviews)
Rating Distribution	30 0 0 0 0	0 0 0 0 0	816 44 7 10 29
Spotsaas Editor’s POV generated by AI	Buyer sentiment Users generally praise BigML for its ease of use, quick setup, and strong visualization features, though some desire more advanced customization options. What buyers like Ease of use Quick setup Model explainability Common complaints Pricing transparency Limited advanced features	Buyer sentiment Buyer sentiment is positive across 310 reviews, with strong overall satisfaction. What buyers like Completely free with no per-seat pricing when self-hosted — a Figma-equivalent tool at zero software cost for unlimited team members. Open-source (MPL 2.0) with full self-hosting means design data never leaves the company's infrastructure — critical for regulated industries. SVG-based output using open web standards (CSS, HTML) produces design files that are directly readable by developers without proprietary format conversion. Common complaints Feature set lags behind Figma — advanced auto-layout, variables, and component library features are available but less mature than Figma's implementations. Self-hosting requires Docker and server administration skills — small teams without DevOps support may find the setup overhead a barrier to adoption.	Buyer sentiment Users generally appreciate Looka for its ease of use and outstanding customer support, though some note limitations in advanced features and occasional technical issues. What buyers like Customer support responsiveness Ease of use Diverse design options Common complaints Limited advanced customization Technical hiccups
Pros and Cons	Easy and quick setup with web interface and REST APIs Interactive visualization and model explainability features Open and collaborative platform accessible to all stakeholders Limited information on pricing transparency May lack advanced customization for expert data scientists	Completely free with no per-seat pricing when self-hosted — a Figma-equivalent tool at zero software cost for unlimited team members. Open-source (MPL 2.0) with full self-hosting means design data never leaves the company's infrastructure — critical for regulated industries. SVG-based output using open web standards (CSS, HTML) produces design files that are directly readable by developers without proprietary format conversion. Feature set lags behind Figma — advanced auto-layout, variables, and component library features are available but less mature than Figma's implementations. Self-hosting requires Docker and server administration skills — small teams without DevOps support may find the setup overhead a barrier to adoption.	Excellent and responsive customer support with quick issue resolution Easy-to-use platform enabling seamless and fast logo creation Diverse design options allowing for consistent brand styling Limited advanced functionalities and customization beyond logo creation Occasional technical issues such as SSL challenges
Positive Reviews	No reviews available for the product	No reviews available for the product	No reviews available for the product
	Read reviews	Read reviews	Read reviews

Media and Screenshots

Screenshots	3 Screenshots	No screenshots available.
Videos	3 Videos	No videos available.

Alternatives

Alternatives	SAS Advanced Analytics 4 Qualified Workvivo	Looka 4.1	Canva 4.1 Wizlogo 4.5 Designmaker 4.7

Frequently asked questions

Which is better, BigML or Penpot?: BigML edges out the other on user ratings (4.7 vs 4.4). That said, the best pick depends on your use case — use the comparison tables above to evaluate each dimension.
Do BigML and Penpot offer a free trial?: Neither BigML nor Penpot currently lists a free trial.
What is the starting price of BigML vs Penpot?: BigML starts at $20 /Month. Penpot starts at Free free.
What are the top alternatives to BigML?: Top alternatives to BigML include SAS Advanced Analytics, Qualified, Workvivo, Backprop, Neuro.
What are the top alternatives to Penpot?: Top alternatives to Penpot include Looka.

BigML vs Penpot vs Looka Comparison

BigML

Penpot

Looka

BigML vs Penpot vs Looka — at a glance

Key differences between BigML and Penpot

Compare BigML vs Penpot vs Looka — and walk away knowing which one fits.

BigML

Penpot

Download this BigML vs Penpot vs Looka comparison

Biggest differences

Description

Entry Level Pricing

Free Trial Availability

SpotScore

User Ratings

Best Company Size

Where each option fits best

Key strengths

Best fit

Software Demo

Demo

Get shortlist help from a software advisor

How big is your team?

How do BigML, Penpot and Looka Compare on Features?

Compare BigML, Penpot and Looka on pricing

Other Details

Organization Types supported

Platforms Supported

Modes of support

API Support

Security & Compliance

BigML vs Penpot User Reviews & Rating Comparison

Media and Screenshots

Screenshots

Videos

Alternatives

Related Blogs and Articles for Graphic Design Software

Frequently asked questions