Lightly alternatives

Pricing was not verified from the public pages we read for Lightly. We found 5 out of 10 of the buying evidence we check for. 10 of the 20 other products below publish more.

This is a comparison of what each company publishes on its own site. It covers price, free access, measured results, documented limits, product updates, and testing methods. It is evidence for a shortlist, not a rating of product quality. The products below share a broad category and are not necessarily direct substitutes. Use Comparima for direct competitors.

Data labellingHow this market looks from public information.
11 of 21for published buying evidence
33%publish a usable price
76%can be tried first
48%publish measured results
76%state their limits

What we could verify

Every finding links to the page it came from. Open the source before relying on it.

Public price

A possible mention appeared on a comparison or unrelated page, so we did not count it.

Open source
Try before paying

A buyer can verify the claim themselves without paying ("Try it for free").

Open source
Measured customer result

Publishes a supported measurable result ("90% of the highest mAP score").

Open source
Documented limits

A possible mention appeared on a comparison or unrelated page, so we did not count it.

Open source
Testing method

A possible mention appeared on a comparison or unrelated page, so we did not count it.

Open source
Recent product updates

Public changelog with versioned entries (found June 29, 2026).

Open source

Ask before you buy

These questions come from the information we could not verify on the public site.

  1. What will this cost for my current team, and what changes when usage grows?
  2. Where does it fail, and what still needs human review?
  3. How were the headline claims tested, and what was the baseline?

Compare the field

Showing 12 of 20 that match your filters.

Lightlylightly.ai
5/10website evidencepricing not verified

Pricing not verified. Product limits not verified. Testing method not verified.

  • You can try it without paying
  • Publishes a measured result
  • Actively maintained
  • Pricing not verified
  • Product limits not verified
  • Testing method not verified
CVATcvat.ai
10/10website evidencefree tier

Publishes more buying evidence than Lightly. Pricing is published, unlike Lightly.

  • Pricing is published
  • You can try it without paying
  • Publishes a measured result
  • Says what it cannot do
  • Shows how it was tested
  • Actively maintained
See what CVAT is up against
Kilikili-technology.com
8.5/10website evidencefree tier

Publishes more buying evidence than Lightly. Pricing is published, unlike Lightly.

  • Pricing is published
  • You can try it without paying
  • Publishes a measured result
  • Says what it cannot do
  • Actively maintained
  • Testing method not verified
See what Kili is up against
SuperAnnotatesuperannotate.com
8/10website evidencepricing not verified

Publishes more buying evidence than Lightly. Says what it cannot do, unlike Lightly.

  • You can try it without paying
  • Publishes a measured result
  • Says what it cannot do
  • Shows how it was tested
  • Actively maintained
  • Pricing not verified
See what SuperAnnotate is up against
Appenappen.com
7/10website evidencepricing not verified

Publishes more buying evidence than Lightly. Says what it cannot do, unlike Lightly.

  • You can try it without paying
  • Publishes a measured result
  • Says what it cannot do
  • Shows how it was tested
  • Pricing not verified
  • Recent updates not verified
See what Appen is up against
Prodigyprodi.gy
6.5/10website evidencepricing published

Publishes about as much buying evidence as Lightly. Pricing is published, unlike Lightly.

  • Pricing is published
  • You can try it without paying
  • Says what it cannot do
  • Actively maintained
  • Measured results not verified
  • Testing method not verified
See what Prodigy is up against
Surge AIsurgehq.ai
7/10website evidencepricing not verified

Publishes more buying evidence than Lightly. Says what it cannot do, unlike Lightly.

  • You can try it without paying
  • Publishes a measured result
  • Says what it cannot do
  • Shows how it was tested
  • Pricing not verified
  • Recent updates not verified
See what Surge AI is up against
Voxel51voxel51.com
7/10website evidencepricing not verified

Publishes more buying evidence than Lightly. Says what it cannot do, unlike Lightly.

  • You can try it without paying
  • Publishes a measured result
  • Says what it cannot do
  • Shows how it was tested
  • Pricing not verified
  • Recent updates not verified
See what Voxel51 is up against
Argillaargilla.io
5/10website evidencepricing not verified

Publishes about as much buying evidence as Lightly. Says what it cannot do, unlike Lightly.

  • You can try it without paying
  • Says what it cannot do
  • Shows how it was tested
  • Pricing not verified
  • Measured results not verified
  • Recent updates not verified
See what Argilla is up against
Cleanlabcleanlab.ai
5/10website evidencepricing not verified

Publishes about as much buying evidence as Lightly. Says what it cannot do, unlike Lightly.

  • You can try it without paying
  • Says what it cannot do
  • Shows how it was tested
  • Pricing not verified
  • Measured results not verified
  • Recent updates not verified
See what Cleanlab is up against
Datasaurdatasaur.ai
5.5/10website evidencepricing published

Publishes about as much buying evidence as Lightly. Pricing is published, unlike Lightly.

  • Pricing is published
  • You can try it without paying
  • Says what it cannot do
  • Measured results not verified
  • Testing method not verified
  • Recent updates not verified
See what Datasaur is up against
Prolificprolific.com
5.5/10website evidencepricing published

Publishes about as much buying evidence as Lightly. Pricing is published, unlike Lightly.

  • Pricing is published
  • You can try it without paying
  • Says what it cannot do
  • Measured results not verified
  • Testing method not verified
  • Recent updates not verified
See what Prolific is up against
Roboflowroboflow.com
6/10website evidencepricing published

Publishes about as much buying evidence as Lightly. Pricing is published, unlike Lightly.

  • Pricing is published
  • You can try it without paying
  • Publishes a measured result
  • Product limits not verified
  • Testing method not verified
  • Recent updates not verified
See what Roboflow is up against

Read in August 2026 from pages anyone can open. This is what each company puts on its own site, which is not the same as how good the product is. Something excellent can still tell you very little. Spotted a mistake? Tell us and we will read it again.

Compare a product we have not covered