Software Alternatives & Startups

Box VS Lightly

Compare Box VS Lightly and see what are their differences

Box

Box offers secure content management and collaboration for individuals, teams and businesses, enabling secure file sharing and access to your files online.

Rating
0 reviews
Lightly

Lightly: The Next-Generation Cloud IDE Powered By AI

Rating
0 reviews
Note: These products don't have any matching categories. If you think this is a mistake, please edit the details of one of the products and suggest appropriate categories.

Which is more popular?

Based on our record, Box seems to be more popular. It has been mentioned 93 times since March 2021.

social mentions
93 vs 0
Cloud Storage popularity
100% vs 0%

Base details

Website, pricing, platforms and company facts side by side.

Box
Lightly
Website box.com lightly-dev.com
Pricing —
Company Startup from the United States —
Listed in

Features and specs

What each product offers, as listed by its team.

Box 7 features
Lightly 5 features
  • Storage Capacity
    Box offers generous storage options, including unlimited storage for business plans, allowing organizations to handle large amounts of data seamlessly.
  • Collaboration Tools
    Box provides robust collaboration features, enabling multiple users to work on documents simultaneously, leave comments, and manage projects efficiently.
  • Security Features
    Box includes advanced security measures such as encryption, access controls, and compliance certifications (e.g., HIPAA, GDPR) to ensure data safety.
  • Integrations
    Box integrates with numerous third-party applications including Microsoft Office 365, Google Workspace, Salesforce, and Slack, making it versatile for various workflows.
  • User-friendly Interface
    Box has a clean and intuitive user interface, which simplifies the user experience for both new and seasoned users.
  • File Versioning
    Box keeps a history of file versions, so users can easily revert to previous versions if necessary.
  • Mobile Accessibility
    Box offers mobile apps for iOS and Android, allowing users to access files and collaborate on the go.

Possible disadvantages

  • Cost
    Box can be relatively expensive compared to other cloud storage solutions, particularly for small businesses and freelancers.
  • File Size Limitations
    Box has file size upload limits, which may be restrictive for users needing to upload very large files.
  • Complexity for Beginners
    While feature-rich, Box's extensive functionalities can overwhelm new users who may face a steep learning curve.
  • Limited Offline Access
    Although Box provides offline access to files, its capabilities can be limited and sometimes unreliable compared to competitors.
  • Syncing Issues
    Some users have reported occasional issues with file syncing, which can disrupt workflow.
  • Customer Support
    While Box offers customer support, some users have reported that response times and the quality of support could be improved.
  • Efficient Data Curation
    Lightly uses active learning and self-supervised learning techniques to help teams select the most valuable and diverse subset of data for labeling, reducing the amount of data needed for training while maintaining model performance.
  • Reduces Labeling Costs
    By intelligently selecting which images or videos to label, Lightly can significantly cut down on the manual annotation costs and time required for building computer vision datasets.
  • Self-Supervised Learning Integration
    The platform leverages self-supervised learning methods to extract meaningful embeddings from unlabeled data, enabling better understanding of dataset structure and redundancy before labeling.
  • Scalable for Large Datasets
    Lightly is designed to handle large-scale image and video datasets, making it suitable for enterprises dealing with massive amounts of visual data in computer vision projects.
  • Integration with ML Workflows
    Lightly offers APIs and integrations that allow it to fit into existing machine learning pipelines, working alongside popular annotation tools and cloud storage solutions.

Possible disadvantages

  • Learning Curve
    Teams new to active learning and self-supervised learning concepts may face a learning curve in understanding how to best utilize Lightly's data curation capabilities.
  • Narrow Use Case Focus
    Lightly is primarily focused on computer vision data curation, which may limit its usefulness for teams working with other data types such as text, audio, or tabular data.
  • Dependency on Data Quality
    The effectiveness of Lightly's curation algorithms depends heavily on the quality and representativeness of the initial dataset, which can limit results if the source data is poor.
  • Pricing for Smaller Teams
    Depending on the pricing tier, smaller teams or individual developers might find the cost of enterprise-level data curation features less accessible compared to open-source alternatives.
  • Requires Technical Expertise
    Effectively leveraging Lightly's advanced features like self-supervised learning models may require a certain level of machine learning expertise, which could be a barrier for less technical teams.

Analysis

An editorial look at what each product does well and who it suits.

Box
Lightly

No analysis of Box yet.

Overall verdict

  • Lightly is a solid, well-regarded platform for data curation and active learning in computer vision, offering strong tooling for selecting the most valuable images/frames to label, which helps teams reduce annotation costs and improve model performance efficiently.

Why this product is good

  • Focuses on smart data selection and curation, helping avoid wasted labeling budget on redundant data
  • Offers both open-source (Lightly SSL) and commercial (Lightly Worker/Platform) options for flexibility
  • Uses self-supervised learning techniques to find diverse, representative, or edge-case samples
  • Integrates with common MLOps and labeling tools, fitting into existing computer vision pipelines
  • Scales to large unlabeled datasets, making it useful for teams with massive raw data but limited labeling resources
  • Provides visualization and embedding tools to explore dataset distribution and detect biases or gaps

Recommended for

  • Computer vision teams looking to reduce labeling costs through smarter data selection
  • ML engineers building active learning pipelines
  • Companies with large volumes of unlabeled image or video data
  • Teams wanting to improve model performance by curating more diverse or representative training sets
  • Organizations needing to detect dataset bias, redundancy, or edge cases before annotation

Videos

Walkthroughs and reviews on video.

Box 3 videos + Add
Lightly 3 videos + Add

Box Cloud Storage Review

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Category popularity

How often each product is chosen within a category, 0–100% relative to the other.

Score bands 0–20 21–40 41–50 51–60 61–100
Box
Lightly
100% 100%
0% 0%
0% 0%
100% 100%
100% 100%
0% 0%
0% 0%
100% 100%

User comments

Share your experience with using Box and Lightly. For example, how are they different and which one is better?

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Reviews and articles

External articles and on-site reviews we used to compare the two products.

Box no reviews yet
Lightly no reviews yet
  • Best Top 12 MEGA Alternatives in 2024
    www.multcloud.com · Nov 2023

    For businesses and enterprises, Box provides scalable, enterprise-level cloud storage with robust collaboration and productivity features. It's a credible alternative for those seeking a professional solution.

  • The Best iPhone Transfer & Manager Software for 2022
    thesweetbits.com · Feb 2022

    Whether you have an iPhone or any other device, one of the options you can check out is Box. The designers of Box say that their unique selling point is the simplicity of the software. For instance, all you need, to...

  • Google Drive alternatives: Best picks
    nordvpn.com · Jan 2022

    With Box, you can create files that will instantly be shared with your teammates. They can then edit and comment on your documents in real time. The Box is probably one of the most integrated apps on this list, too....

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We have no reviews of Lightly yet. Be the first one to post

Social recommendations and mentions

Recommendations tracked on public social media and blogs since March 2021.

Box 93 mentions
Lightly 0 mentions
  • Ask HN: Who is hiring? (February 2025)
    Box | http://box.com | San Francisco Bay Area (US) | Warsaw (PL) | HYBRID Box, Inc. (NASDAQ: BOX) develops and markets cloud-based content management, collaboration, and file sharing tools for businesses. Several roles available spanning... - Source: Hacker News / almost 2 years ago
  • Sharepoint Alternatives?
    I've used box.com with pretty good results, but expect to pay through the nose for the privilege. Source: almost 3 years ago
  • I NEED HELP
    So I have all my mountain goats stuff on my Spotify local files, I found a random comment here from like 4 years ago with this guys box.com storage collection of all of his mountain goats songs, recently the link stopped working :( if... Source: over 3 years ago

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Tracking Lightly since Apr 2023.

Alternatives to Box and Lightly

When comparing Box and Lightly, you can also consider the following products.