How we rank AI agents
Each product on a category page gets a score out of 100. The parts stay the same. The inputs are checked against public product pages and dated. Last checked 5 October 2026. There are no star ratings, because we do not collect user reviews.
1 · 30 points
Fit for the job
Does this product do the job in the category, or is it only adjacent to it?
2 · 20 points
Autonomy
Copilot means a person drives every step. Semi-autonomous means the product can run a stretch of the work and stop for approval. Autonomous means it is sold to operate the motion.
3 · 15 points
Controls
Can a team review, edit, approve, and stop the work before it reaches a customer or a creator?
4 · 15 points
Integrations
Does it connect to the systems the team already uses?
5 · 10 points
Access
Is there a free tier or a published price a team can read before a sales call?
6 · 10 points
Evidence
Is the product public enough to describe without guessing: a live site, a pricing page or an honest absence of one, and a clear description of the workflow?
How rank is decided
Sort by total, then by fit for the job, then by name. A product can lead one category and sit last on another. A row is marked partial fit when job fit is under 18. If a vendor does not publish a price, the listing says custom or unpublished. We do not print a third-party guess.
UGCBloom
The team behind this site builds UGCBloom, an influencer and UGC agent for brands that want human creators.
- On influencer marketing and UGC, UGCBloom is rank 1 with a “Built by the team behind this site” label. The six scores are still shown. On both pages the score is also the highest. If that stops being true, the page has to say so.
- On the marketing list it is scored like any other product and does not lead.
- It is left off SDR, lead generation, SEO, content marketing, sales, email, LinkedIn, and B2B marketing. Those are not the jobs it does.
The commercial relationship is explained on how we make money.
What you will not find
This directory ranks software. It does not list creators for hire, and it does not invent review scores. Alternatives and compare pages use the same product facts as the rankings. Send a correction on the corrections page.