Top 10 Lightly Alternatives 2026
Effortless, precise machine learning for all skill levels.
Trusted by 2M+ software buyers annually.
Main Features
- Machine Learning
- Model Development
Pricing
Starts from $440/Month when Billed Yearly, also offers free forever plan
Lightly is a Machine Learning Software platform. Teams looking for alternatives typically need better pricing flexibility, easier deployment, or a closer feature fit for their specific use case. Below you'll find 10 vetted Machine Learning Software alternatives ranked by user rating, with filters to narrow by pricing, platform, and features — so you can find the right fit for 2026.
Lightly vs Top Alternatives at a Glance
Side-by-side comparison of pricing, user rating, and free trial availability to help you decide faster.
| Tool | Best For | Pricing | Rating | Free Option |
|---|---|---|---|---|
| Lightly Current | Machine Learning Software | $440 | No reviews | ✓ Yes |
 Google Cloud TPU | Machine Learning Software | — | 4.4 ★ | ✗ No |
 ByteBridge | Machine Learning Software | Free trial | 4.8 ★ | ✓ Yes |
 Aginity | Machine Learning Software | $150 | 4.3 ★ | ✓ Yes |
 V7 Darwin | Machine Learning Software | $150 | 4.9 ★ | ✗ No |
 neptune.ml | Machine Learning Software | $49 | 4.8 ★ | ✓ Yes |
Showing 1-10 out of 10
List of the Top Lightly alternatives as of October 2026
Compare business software, products, and services to find the best solution for your business or organization. Use the filters on the left to drill down by category, pricing, features, market segment, user ratings, and more.
Google Cloud TPU — 4.39★
Accelerate your AI with Google Cloud TPUs.
Add to compare
What is Google Cloud TPU?
Google Cloud TPUs are designed from scratch for deep learning, and have been tuned for both training and inference performance. They enable Google Compute Engine to offer the fastest cloud-based matrix computation infrastructure that pairs seamlessly with our managed services. Through the power ...
Read moreWhat reviewers like about Google Cloud TPU
- Optimized for deep learning
- High performance
- Seamless cloud integration
Where Google Cloud TPU falls short
- Requires cloud dependency
- Cost can add up
- Limited to Google Cloud ecosystem
Common Features
-
Machine Learning
-
Model Development
Unique Features
-
Model Deployment
ByteBridge — 4.83★
Uncover insights and make accurate predictions with ByteBridge.
Add to compare
What is ByteBridge?
ByteBridge is a machine learning software company. The software can help user find the hidden patterns in data that lead to great predictions, automatically select the best features from tens of thousands of variables, and measure uncertainty in predictions to build well-calibrated models that ...
Read moreWhat reviewers like about ByteBridge
- Automated feature selection
- Uncertainty measurement
- Pattern recognition
Where ByteBridge falls short
- May require data preprocessing
- Limited customization options
- Not suitable for all data types
Common Features
-
Machine Learning
-
Model Development
Unique Features
-
Pattern Recognition
-
Model Evaluation
Pricing
Free Trial available, Try Now
ByteBridge offers custom pricing plan
Spotsaas Buyer Intelligence
Own the software buyers are comparing here? See who's weighing you against rivals — and who's comparing your competitors while you're not in the running.
Aginity — from $150 · 4.31★
Empowering financial analytics with advanced machine learning
Add to compare
What is Aginity?
Aginity is machine learning software for core financial analytics. The products harvest insights from highly complex data sources including market, reference, and social exposures. Applications include counterparty risk analysis, underwriting, portfolio optimization, stress testing, capital ...
Read moreWhat reviewers like about Aginity
- Scalable financial analytics
- Handles complex data sources
- Comprehensive risk analysis
Where Aginity falls short
- Requires technical expertise
- High learning curve
- Limited to financial applications
Common Features
-
Machine Learning
Unique Features
No unique features
Pricing
Free Trial available, Try Now
Starts from $150/User/Year
V7 Darwin — from $150 · 4.9★
Revolutionizing annotation with AI technology.
Add to compare
What is V7 Darwin?
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 compared to manual techniques. Its intuitive UI, configurable workflow, ...
Read moreWhat reviewers like about V7 Darwin
- Automated annotation
- Fast labeling
- User-friendly interface
Where V7 Darwin falls short
- Limited to image data
- Requires training data
- May need manual oversight
Common Features
-
Machine Learning
-
Model Development
Unique Features
-
Labeling
-
Image Processing
-
Data Preprocessing
+ 1 more
Pricing
Starts from $150/Month
neptune.ml — from $49 · 4.8★
Streamline your machine learning with Neptune.
Add to compare
What is neptune.ml?
Neptune is a framework for building machine learning applications in Python, with performance comparable to handwritten models. Neptune merges the flexibility of scikit-learn with an integrated environment for tracking data, processing pipelines, and evaluating results. Whether user needs to ...
Read moreWhat reviewers like about neptune.ml
- Flexible Python framework
- Integrated tracking environment
- Supports scalable ML applications
Where neptune.ml falls short
- Requires Python knowledge
- Limited to Python ecosystem
- May need additional libraries
Common Features
-
Machine Learning
-
Model Development
Unique Features
-
Experiment Tracking
-
Data visualization
-
Collaboration Tools
+ 1 more
Pricing
Free Trial available, Try Now
Starts from $49/Month, also offers free forever plan
Neuton AutoML — from $1,999 · 4.53★
Efficient data analysis made easy with Neuton AutoML.
Add to compare
What is Neuton AutoML?
Neuton AutoML is a machine learning software that analyzes the classes of data, builds a model for each class, and classifies new records as per those models. AutoML is widely used in the banking, automotive, energy and manufacturing industries. AutoML provides a convenient and affordable way ...
Read moreWhat reviewers like about Neuton AutoML
- Automates model building
- Cloud-based accessibility
- Industry versatility
Where Neuton AutoML falls short
- Limited customization options
- Requires internet access
- May not suit all industries
Common Features
-
Machine Learning
-
Model Development
Unique Features
-
Neural Network Architecture
-
Model Deployment
-
Parameter Tuning
+ 1 more
Pricing
Starts from $1,999/Month, also offers free forever plan
Appier AiDeal — 4.5★
Boost sales with targeted incentives.
Add to compare
What is Appier AiDeal?
Appier AiDeal helps businesses quickly convert visitors into paying clients. By analysing over 400 data parameters such as cursor movements and purchase history, this cloud-based platform can accurately assess a user's hesitation and purchasing intentions. AiDeal smartly targets hesitant ...
Read moreWhat reviewers like about Appier AiDeal
- Data-driven insights
- User behavior analysis
- Targeted offers
Where Appier AiDeal falls short
- Requires user data
- Limited to online sales
- May need integration effort
Common Features
-
Machine Learning
Unique Features
-
Pattern Recognition
Pricing
Appier AiDeal offers custom pricing plan
Entropik Tech
Unlock insights with effortless machine learning.
Add to compare
What is Entropik Tech?
Entropik Tech is a intelligent and easy to use machine learning software. It's purely based on Java running on laptop, desktop or server without the need for any other software. Once installed, user can create machine learning models from any data set. The results of work will be available in a ...
Read moreWhat reviewers like about Entropik Tech
- Java-based simplicity
- Easy model creation
- Automatic Databox generation
Where Entropik Tech falls short
- Limited to Java environment
- Not as feature-rich
- May require technical setup
Common Features
-
Machine Learning
-
Model Development
Unique Features
-
Data Handling
Pricing
Entropik Tech offers custom pricing plan
Spreev
Unleash limitless insights with innovative data analysis.
Add to compare
What is Spreev?
Spreev is a machine learning platform that helps businesses identify trends in their data and build predictive models without requiring extensive coding knowledge. Its interface lets analysts and data teams go from raw datasets to actionable models by applying pre-built machine learning algorithms.
Read moreCommon Features
-
Machine Learning
-
Model Development
Unique Features
-
Pattern Recognition
Pricing
Spreev offers custom pricing plan
Anolytics — 5★
Uncover insights and enhance your business with Anolytics.
Add to compare
What is Anolytics?
Anolytics is a Machine Learning software that automatically finds relevant insights in data. Whether it is related to customer support, conversations on social networks or machine failure reports from the field, Anolytics can help to continuously improve products, processes and customer service ...
Read moreWhat reviewers like about Anolytics
- Automated insights extraction
- Versatile application
- Improves processes continuously
Where Anolytics falls short
- May require data cleaning
- Limited customization options
- Not suitable for all industries
Common Features
-
Machine Learning
Unique Features
-
Natural Language Processing
-
Labeling
Pricing
Anolytics offers custom pricing plan
How Lightly competitors stack up
Buyers comparing Lightly usually weigh it against these 10 machine learning software competitors, starting with Google Cloud TPU, ByteBridge and Aginity. Each is compared against Lightly on rating, pricing and feature coverage below.
Sites and apps like Lightly
Searches for "sites like Lightly" and "apps like Lightly" land on the same set of options as "Lightly alternatives" — the 10 options below cover both, whether you want a like-for-like replacement or something lighter.
Why each one belongs on this list
Optimized for deep learning
Watch for: Requires cloud dependency
Automated feature selection
Watch for: May require data preprocessing
Scalable financial analytics
Watch for: Requires technical expertise
Automates model building
Watch for: Limited customization options
Automated insights extraction
Watch for: May require data cleaning
Why teams look for a Lightly alternative
Switching away from Lightly is usually triggered by one or more of these sticking points:
- Limited advanced features
- May not scale well
- Requires some ML knowledge
What to consider when replacing Lightly
The hard numbers across these 10 machine learning software alternatives: 4 offer a free tier; and Anolytics is the highest rated at 5★ across 1 reviews.
Our ranking, explained simply.
Disclaimer: This research has been collated from a variety of authoritative sources. We welcome your feedback at [email protected].
