SAASINSPECTOR

How we rate AI image tools

Every tool starts at zero and earns points for what it does and what it costs. Here is exactly what earns them.

Last updated September 2026

The short version

These tools do different jobs, so each kind has its own checklist: AI image generators on 5 things, AI art platforms on 4 things and brand and product image tools on 4 things. Each checklist is worth 100 points, and a tool is only ranked against its own kind.

The final score is those points out of 10. A tool with 84 points scores 8.4.

Everything comes from the tool's own website. We don't take payment for points.

AI image generators

30
20
20
20
10
What it makesControl and automationRights and privacyPricingOpenness and support

What earns points

1. What it makes

30 of 100 points

Every generator here makes an image from a prompt, starts from an image you upload, matches a reference style and edits what it made, so none of that earns a point. What is left is what separates them: how large the image comes out, whether text inside it is readable, keeping a character the same across images, steering with a pose or a sketch, training a style on your own pictures, extending past the frame, upscaling, cutting out a background and true vectors.

Highest resolution it outputsup to 2
Over 4K+1.6
4K+1.6
2K+1.1
1K+0.5
Renders readable text in an imageup to 1.6
Yes+1.6
No0
Keeps a character the same across imagesup to 1.5
Yes+1.5
No0
Controlled by a pose, sketch or depth mapup to 1.4
Yes+1.4
No0
Train a model or style on your own imagesup to 1.3
Yes+1.3
No0
Extends an image past its frameup to 0.9
Yes+0.9
No0
AI upscalingup to 0.6
Yes+0.6
No0
One-action background removalup to 0.4
Yes+0.4
No0
Exports true vector filesup to 0.3
Yes+0.3
No0

Each section adds up to 10, then counts for 30 of the 100.

2. Control and automation

20 of 100 points

What you can do beyond typing a prompt: a public API, a batch in one run, a seed you can fix so a result repeats, saying what to leave out, having the prompt rewritten for you, and running the model on your own hardware.

Public APIup to 2.5
Yes+2.5
No0
Generates a batch in one runup to 2
Yes+2
No0
A seed you can fix and reuseup to 1.8
Yes+1.8
No0
Says what to leave outup to 1.7
Yes+1.7
No0
Rewrites the prompt for youup to 1
Yes+1
No0
Can run on your own hardwareup to 1
Yes+1
No0

Each section adds up to 10, then counts for 20 of the 100.

3. Rights and privacy

20 of 100 points

Whether it trains on what you make, whether you own the result, whether you may sell it, whether the vendor would cover a copyright claim, and whether your generations can be kept private.

Does not train on what you makeup to 3
Yes+3
Only if you opt out+1.5
No0
You own what you generateup to 2
Yes+2
No0
Commercial use allowedup to 2
Yes+2
No0
The vendor covers a copyright claimup to 1.5
Yes+1.5
No0
Generations can be kept privateup to 1.5
Yes+1.5
No0

Each section adds up to 10, then counts for 20 of the 100.

4. Pricing

20 of 100 points

What the cheapest paid plan costs each month, a free tier, and a trial. Where a vendor sells credits by the image instead of a plan, or hides the price behind a sign-in, the page says so rather than showing a number nobody published.

Cheapest paid plan, monthlyup to 6
Free+6
Up to $10+5.5
Up to $13+5
Up to $20+4
Up to $30+3
Up to $60+2
Over $60+1
Free planup to 2.5
Yes+2.5
No0
Free trialup to 1.5
None0
1 to 6 days+0.8
7 days or more+1.5

Each section adds up to 10, then counts for 20 of the 100.

5. Openness and support

10 of 100 points

Whether the weights are published under a named licence, how many ways there are to reach support, and where it runs.

Weights published under a named licenceup to 4
Yes+4
No0
Ways to reach supportup to 3
1 support channel+1
2 support channels+2
3 support channels+2.5
4 support channels or more+3
Where it runsup to 3
1 platform+1
2 platforms+2
3 platforms or more+3

Each section adds up to 10, then counts for 10 of the 100.

A real example: Leonardo.Ai

Here is how Leonardo.Ai got its 8.0.

SectionPoints
What it makes27.8 of 30
Control and automation18 of 20
Rights and privacy11.5 of 20
Pricing17.6 of 20
Openness and support5 of 10
Total79.9 of 100 = 8.0 out of 10

See every fact behind Leonardo.Ai's score.

AI art platforms

30
15
25
30
What you can make with itThe community around itRights and privacyPricing and what you get free

What earns points

1. What you can make with it

30 of 100 points

How many models it puts in front of you, training a style on your own images, video, editing an image, upscaling, keeping a character consistent and matching a reference style. All of them have a free tier, so that earns no points here.

Models it offersup to 3.5
1 model+0.5
2 to 5 models+1.5
6 to 20 models+2.5
21 models or more+3.5
Train a style or model on your own imagesup to 2
Yes+2
No0
Also generates videoup to 1.5
Yes+1.5
No0
Edits an image with AIup to 1.3
Yes+1.3
No0
AI upscalingup to 0.7
Yes+0.7
No0
Keeps a character the same across imagesup to 0.5
Yes+0.5
No0
Matches a reference image or saved styleup to 0.5
Yes+0.5
No0

Each section adds up to 10, then counts for 30 of the 100.

2. The community around it

15 of 100 points

The part a generator on its own does not have: a public gallery, challenges, building on someone else's image, and a phone app.

A public gallery of other people's workup to 3
Yes+3
No0
Challenges or contestsup to 2.5
Yes+2.5
No0
Remix or build on someone else's imageup to 2.5
Yes+2.5
No0
Its own phone appup to 2
Yes+2
No0

Each section adds up to 10, then counts for 15 of the 100.

3. Rights and privacy

25 of 100 points

Whether it trains on what you make, whether you may sell it, whether you own it, whether your generations can be private, and whether the vendor would cover a copyright claim. Two of these platforms release everything as CC0, which means you may sell it and nobody owns it.

Does not train on what you makeup to 3
Yes+3
Only if you opt out+1.5
No0
Commercial use allowedup to 2.5
Yes+2.5
No0
You own what you generateup to 2
Yes+2
No0
Generations can be kept privateup to 2
Yes+2
No0
The vendor covers a copyright claimup to 0.5
Yes+0.5
No0

Each section adds up to 10, then counts for 25 of the 100.

4. Pricing and what you get free

30 of 100 points

What the cheapest paid plan costs, whether the free allowance that refreshes is published at all, a plan the vendor calls unlimited, and whether free images come out watermarked.

Cheapest paid plan, monthlyup to 6
Free+6
Up to $10+5.5
Up to $13+5
Up to $20+4
Up to $30+3
Up to $60+2
Over $60+1
Publishes a daily free allowanceup to 1.5
Yes+1.5
No0
A plan it calls unlimitedup to 1.5
Yes+1.5
No0
Free images carry no watermarkup to 1
Yes0
No+1

Each section adds up to 10, then counts for 30 of the 100.

A real example: NightCafe Creator

Here is how NightCafe Creator got its 8.6.

SectionPoints
What you can make with it30 of 30
The community around it10.1 of 15
Rights and privacy20 of 25
Pricing and what you get free25.5 of 30
Total85.6 of 100 = 8.6 out of 10

See every fact behind NightCafe Creator's score.

Brand and product image tools

35
20
25
20
The imagery it is built forGetting volume outRights and privacyPricing

What earns points

1. The imagery it is built for

35 of 100 points

The work these are bought for: training a private model on your own pictures, putting your product into a new scene, generating a person with it or a headshot, storing brand colours and fonts, keeping a character consistent, templates and readable text. Every one of them matches a reference style, edits images and removes backgrounds, so none of that earns a point.

Trains a private model on your own picturesup to 2.5
Yes+2.5
No0
Puts your product into a new sceneup to 2
Yes+2
No0
Generates a person with the product, or headshotsup to 1.8
Yes+1.8
No0
Stores brand colours, fonts and logosup to 1.3
Yes+1.3
No0
Keeps a character the same across imagesup to 1
Yes+1
No0
Template libraryup to 0.7
Yes+0.7
No0
Renders readable text in an imageup to 0.7
Yes+0.7
No0

Each section adds up to 10, then counts for 35 of the 100.

2. Getting volume out

20 of 100 points

Getting volume out: an API, a batch in one run, generating from a list or a product feed, a shared workspace, and publishing to social networks. Not one of them connects to a shop or a product catalogue.

Public APIup to 3
Yes+3
No0
Generates a batch in one runup to 2.5
Yes+2.5
No0
Generates from a list or product feedup to 2
Yes+2
No0
A shared workspaceup to 1.5
Yes+1.5
No0
Publishes or schedules to social networksup to 1
Yes+1
No0

Each section adds up to 10, then counts for 20 of the 100.

3. Rights and privacy

25 of 100 points

Whether it trains on the photographs you upload, whether the model you trained stays yours, whether you own the output, and whether the vendor would cover a copyright claim. This matters more here than anywhere else in the category, because the whole product is uploading your own pictures.

Does not train on what you uploadup to 3.5
Yes+3.5
Only if you opt out+1.8
No0
Your trained model stays yoursup to 2.5
Yes+2.5
No0
You own what you generateup to 2
Yes+2
No0
The vendor covers a copyright claimup to 2
Yes+2
No0

Each section adds up to 10, then counts for 25 of the 100.

4. Pricing

20 of 100 points

What the cheapest paid plan costs each month, a free tier and a trial.

Cheapest paid plan, monthlyup to 6
Free+6
Up to $10+5.5
Up to $13+5
Up to $20+4
Up to $30+3
Up to $60+2
Over $60+1
Free planup to 2.5
Yes+2.5
No0
Free trialup to 1.5
None0
1 to 6 days+0.8
7 days or more+1.5

Each section adds up to 10, then counts for 20 of the 100.

A real example: Stockimg AI

Here is how Stockimg AI got its 7.8.

SectionPoints
The imagery it is built for35 of 35
Getting volume out13 of 20
Rights and privacy12.5 of 25
Pricing17.6 of 20
Total78.1 of 100 = 7.8 out of 10

See every fact behind Stockimg AI's score.

When a tool doesn't say

If a tool's website doesn't answer a yes-or-no question, it gets half the points for that item. Not zero, because a missing answer isn't the same as a no, and not full marks, because silence shouldn't beat a vendor who answers honestly. For a number, like a price, it gets the typical value of the tools that do publish one. Every item scored this way is marked on the tool's scorecard.

If a tool leaves out more than a third of what we check, we don't show a score for it at all. A number built mostly on guesses wouldn't be fair to you or to the tool. Right now 17 of the 21 tools we checked have enough information to be scored.

What the score doesn't tell you

We score what a tool offers and what it costs, as its own website describes it. That's not a hands-on test. The score can't tell you whether a tool is easy to use, whether its data is accurate, or whether support answers quickly. The review covers that.

See the AI image tools ranked or read how we review tools in general.