How the directory is built

A directory is only useful if you can trust what it says. This page explains how products get listed, where each fact comes from, how we keep the 178 listings current, and what vendors can and cannot pay for.

What gets listed

The directory covers software that uses AI to support customers or employees: AI agents and chatbots, help desks with AI built in, voice and phone AI, agent-assist copilots, QA and conversation analytics, knowledge bases, contact center platforms, and internal IT support. Vendors can submit a product for free, or pay $49 to skip the queue. Either way a person reviews every listing before it goes live, and paying for a faster review does not change what the listing says or where it ranks.

Where the facts come from

Pricing, features, integrations, founding year, compliance claims, channels, languages and data residency are checked against the vendor's own website or primary press coverage before they are published, never written from memory. 1,754 facts across 172 listings carry a source: the page it came from, the exact words it says, and the date we checked, shown on the listing.

When we cannot verify a fact, we leave it off the listing rather than guess. Filters and side-by-side tables treat it as unknown, not as a no, so a missing tool in a filtered list means unconfirmed, not ruled out. Compliance entries record what vendors publicly claim; we do not audit certifications ourselves.

How we keep it current

Every week an automated check visits each vendor's homepage and pricing page. It catches dead domains, redirects to a new owner, and pages whose content has changed. When a page has changed, an AI model compares its text with the facts we hold and reports any differences, and every report must quote the page word for word or it is thrown out. Separate checks confirm that each source quote still appears on its page and that descriptions do not contradict the structured facts.

None of these checks edit a listing. They raise a flag, a person reads the vendor's page, and only then does the listing change. Every change to a price, pricing model, trial, compliance claim or company status is logged with its date on What changed, which also has an RSS feed and a monthly email digest.

How AI is used

We use language models as research tools: to find where a vendor states a fact and to spot when a page has drifted from our data. A model never publishes anything. Every value it proposes has to come with a quote that we confirm appears on the cited page, and a person reviews it before it ships. Descriptions, verdicts and other editorial copy are reviewed by a person and checked against the listing's facts.

Rankings, picks and sponsorship

Vendors can buy Sponsored placement ($99 for 90 days). A sponsored listing sorts first and is labeled "Sponsored" on browse pages only: the homepage, category pages and search. Its outbound link is marked as sponsored for search engines.

Everything editorial ranks on merit and never shows sponsorship: alternatives pages, the use-case shortlists, comparisons, the pricing and compliance tables, the cost calculator, and the similar tools on each listing.

Vendor edits and corrections

A vendor can claim its listing and edit the descriptions and product facts. Those edits go live straight away and we are notified of each one, so we can check it. The product name, website and placement stay under our control. If you spot something wrong on any page, tell us and we will check it against the vendor's site and fix it.

Want your product reviewed?

Submit your AI customer support software and a person will review it against your own website.