NEWJoin 1M+ SaaS Professionals|Get Weekly Insights, Trends & Expert PicksSubscribe Free →

Spotsaas logo

Lightly vs V7 Darwin Comparison

Last updated:

Lightly

Starting at $440 /Month

  • Freelancers / Consultants
  • Large Enterprises

Lightly is a fast and lightweight framework for probabilistic machine learning. It comes with various built-in algorithms which user can also combine to create their own models. Lightly allows data scientists to dive i…

V7 Darwin

4.9(21 reviews)

Starting at $150 /Month

  • Large Enterprises
  • Medium Business

The Darwin Platform from V7 laboratories streamlines the annotation process with automated picture annotation and neural network training. With active learning, 10x faster labeling with pixel-perfect accuracy is achieved…

V7 Darwin leads on user satisfaction with a 4.9-star rating across 21 reviews.

SpotSaaS Analysis

LightlyV7 Darwin

The core difference is that Lightly focuses on rapid prototyping of probabilistic machine learning models, while V7 Darwin specializes in high-accuracy image annotation through active learning. Ideal buyers for Lightly are data scientists or machine learning engineers looking for a quick experimentation tool, whereas V7 Darwin is suited for teams in larger organizations needing efficient image annotation solutions.

- Excels at fast, lightweight probabilistic machine learning experiments - Ideal for quick prototyping with minimal code - Supports combining built-in algorithms for custom models - Suitable for data scientists and machine learning engineers - Price: $440 - Company sizes not listed

- Best for accelerating high-accuracy image annotation - Utilizes active learning for pixel-perfect accuracy - Offers a flexible, configurable workflow for annotation projects - Targeted towards teams in mid-sized to large organizations - Price: $150 - Company sizes: 51-500 employees, 500+ employees

Lightly vs V7 Darwin — at a glance

FeatureLightlyV7 Darwin
Rating4.9 / 5
Reviews21
Starting price$440 /Month$150 /Month
Free trial No No
Free version No No
Best forFreelancers / Consultants, Large Enterprises, Medium BusinessLarge Enterprises, Medium Business, Small Business
CategoryMachine Learning SoftwareMachine Learning Software
PlatformsSaaS/Web/CloudSaaS/Web/Cloud
APIAvailableAvailable
Support modesOnline24/7 (Live rep), Business Hours, Online
Data residencyUSGlobal

Key differences between Lightly and V7 Darwin

  • Pricing: Lightly starts at $440 /Month, while V7 Darwin starts at $150 /Month.
  • Target audience: Lightly is built for Freelancers / Consultants and Large Enterprises, while V7 Darwin targets Large Enterprises and Medium Business.
  • Deployment: Lightly supports SaaS/Web/Cloud; V7 Darwin supports SaaS/Web/Cloud.

Lightly vs V7 Darwin — find the better fit before you commit.

01

Which tool fits your team best

02

Which is actually cheaper for your team size

03

Where each product wins, per real buyers

Most Machine Learning Software 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.

Lightly - Machine Learning Software
Talk to an expert
Talk to an expert
V7 Darwin - Machine Learning Software
Talk to an expert
Talk to an expert

Biggest differences

Start here before you go deeper into features.

Lightly

Lightly excels at fast, lightweight probabilistic machine learning experiments.

Choose if
  • You need to quickly prototype probabilistic machine learning models with minimal code.
  • You want a framework that supports combining built-in algorithms to create custom models.
  • You prefer a tool accessible to both experienced data scientists and less technical users.
Consider alternatives if
  • You require extensive enterprise support or a large user community for troubleshooting.
  • You need a fully featured machine learning platform with comprehensive deployment tools.

V7 Darwin

Best for accelerating high-accuracy image annotation with active learning.

Choose if
  • You need to speed up image annotation with pixel-perfect accuracy.
  • Your team requires a flexible, configurable workflow for annotation projects.
  • You want to monitor crowdsourced annotations to ensure quality control.
Consider alternatives if
  • You are a small team without dedicated machine learning resources.
  • You require out-of-the-box pre-trained models or simple annotation setups.

Lightly: Lightly excels at fast, lightweight probabilistic machine learning experiments. V7 Darwin: Best for accelerating high-accuracy image annotation with active learning.

Description

Lightly is a fast and lightweight framework for probabilistic machine learning. It comes with various built-in algorithms which user can also combine to create their own models. Lightly ... Read More about Lightly

The Darwin Platform from V7 laboratories streamlines the annotation process with automated picture annotation and neural network training. With active learning, 10x faster labeling with ... Read More about V7 Darwin

Entry Level Pricing

  • Starts from $440 , Billed Yearly
  • Starts from $150

Free Trial Availability

  • No free trial
  • No free trial

User Ratings

Based on verified Spotsaas reviews

4.9

(21)

Best Company Size

51-500 employees500+ employees
Get pricing help
Get pricing help

Software Demo

Demo

Need a second opinion?

Get shortlist help from a software advisor

Share your priorities, budget, and team needs, and we’ll help you narrow the options and understand the tradeoffs before you talk to vendors.

Compare Lightly and V7 Darwin 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

      • $440 , Billed Yearly
      • $150

      Pricing Plans

      • Community

        • Samples per Dataset: 1'000

        • Datasets: 3

        • Upload: Thumbnails, Embeddings

        Show more +

      • Professional

        • Samples per Dataset: 100'000

        • Datasets: 10

        • Upload: Thumbnails, Embeddings, Custom Metadata, Original Images

        Show more +

      • Enterprise

        • Includes features of Professional plan, plus

        • Unique Features

        • Unlimited samples

        Show more +

      • Not Available

      Pricing Page

      Lightly pricing
      V7 Darwin pricing

      Other Details

      Organization Types supported

      • Medium Business
      • Large Enterprises
      • Small Business
      • Freelancers
      • Individuals
      • Medium Business
      • Large Enterprises
      • Small Business
      • Freelancers
      • Individuals

      Platforms Supported

      • Browser Based (Cloud)
      • Browser Based (Cloud)
      • Installed - Windows
      • Browser Based (Cloud)
      • Browser Based (Cloud)
      • Installed - Windows

      Modes of support

      • 24/7 (Live rep)
      • Business Hours
      • Online
      • 24/7 (Live rep)
      • Business Hours
      • Online

      API Support

      • Available
      • Available
      Get help choosing
      Get help choosing

      Security & Compliance

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

      Data Residency

      🇺🇸 US
      🌐 Global

      Lightly User Reviews & Rating Comparison

      User Ratings

      No reviews available for the product

      4.9

      (based on 21 reviews)

      Rating Distribution

      No reviews available for this product

      0

      0

      0

      0

      0

      Spotsaas Editor’s POV generated by AI

      What buyers like

      • Lightweight framework
      • Probabilistic modeling
      • Easy experimentation

      Common complaints

      • Limited advanced features
      • May not scale well
      • Requires some ML knowledge

      Buyer sentiment

      Users praise V7 Darwin for its speed and accuracy in image annotation but note concerns about pricing transparency and complexity.

      What buyers like

      • Annotation speed
      • Labeling accuracy
      • User interface

      Common complaints

      • Pricing opacity
      • Complex setup

      Pros and Cons

      • Fast and lightweight for quick experiments

      • Supports probabilistic modeling

      • Accessible for less experienced users

      • Limited advanced functionalities

      • May not handle large datasets well

      • Significantly accelerates image annotation with active learning

      • High accuracy with pixel-perfect labeling

      • Intuitive user interface with configurable workflows

      • Pricing is quotation-based and not publicly transparent

      • Limited information on integration capabilities

      Media and Screenshots

      Videos

      video-0

      1 Videos

      video-0

      3 Videos

      Top Alternatives to Lightly and V7 Darwin in 2026

      Expand your shortlist

      Add another option to compare side by side

      Search by product name to compare pricing, fit, and buyer feedback in one view.

      Disclaimer: This research has been collated from a variety of authoritative sources. We welcome your feedback at [email protected].

      Frequently asked questions

      Which is better, Lightly or V7 Darwin?
      V7 Darwin edges out the other on user ratings (4.9 vs -1.0). That said, the best pick depends on your use case — use the comparison tables above to evaluate each dimension.
      Do Lightly and V7 Darwin offer a free trial?
      Neither Lightly nor V7 Darwin currently lists a free trial.
      What is the starting price of Lightly vs V7 Darwin?
      Lightly starts at $440 /Month. V7 Darwin starts at $150 /Month.
      What are the top alternatives to Lightly?
      Top alternatives to Lightly include DeepBrainz AI, DataTorch, DVC Studio, Google Cloud AutoML, BigML.
      What are the top alternatives to V7 Darwin?
      Top alternatives to V7 Darwin include Amazon Personalize, Roboflow Organize, Databolt, Datature, TrainingData.io.

      Grow your pipeline with buyers who are already looking for you

      254,000+ buyers use Spotsaas every month to evaluate and shortlist software. Get in front of them — for free, or with a managed growth plan built around your category.