We Verified the Pricing of 106 Sales Tools by Hand

We spent the past weeks building a directory of go-to-market tools with one rule: every fact gets verified against the vendor's own published material, stamped with the date we checked it, and nothing gets ranked by who pays us, because nobody pays us. No affiliate links, no sponsored placements, no star ratings.

To do that, we had to read the pricing pages, docs, legal pages and review profiles of 106 sales tools, one by one. Along the way the dataset started telling a story of its own. Here is what it says.

1. One in seven tools will not tell you the price

Of 106 tools, 15 publish no entry price at all: 11x, 6sense, Artisan, Cognism, Demandbase, Gong, Kixie, Nooks, Orum, Outreach, Salesloft, Seamless.AI, Vidyard, Vinna and ZoomInfo.

The pattern is not random. The quote-only club clusters exactly where deals are biggest and comparison shopping hurts most: enterprise revenue intelligence, ABM platforms, AI SDR agents and parallel dialers. Some publish everything except the number: Outreach lists its AI credit allowances and API limits per tier, but not a dollar figure. Gong's pricing page confirms a per-user license plus a platform fee, and confirms nothing else.

And the club is growing. During our research, Kixie quietly removed its published per-user prices. The plan cards are still there. The dollar figures are gone.

2. There are five different answers to "what does it cost per month"

Across 106 tools we found five billing models, and the differences matter more than the sticker price:

Per seat: 41 tools. The model you expect. The trap is per-seat pricing where the thing you actually need is gated two tiers up.
Credit metered: 28 tools. The most creative category. Credits can expire (NeverBounce credits die after 12 months; ZeroBounce credits never expire, and the two compete directly). Credits can be asymmetric: on Apollo, revealing an email costs 1 credit, a mobile number costs 8. And "unlimited" can have a ceiling: RocketReach's annual plans are sold as unlimited lookups, capped by export limits of 1,200 to 20,000 contacts per year, in the fine print.
Flat platform pricing: 15 tools.
Quote only: 12 tools.
Per LinkedIn sender: 10 tools, a unit unique to the LinkedIn outreach category, where what you scale is accounts, not people.

Two tools with identical headline prices can differ by 3x in real cost once meters, add-ons and minimums land. Avoma starts at $29 per user, but conversation intelligence and revenue intelligence are separate per-seat add-ons, so a fully equipped rep is closer to $58. Aircall's entry price carries a three-license minimum. Otter's Business plan has a five-seat floor.

3. "Free trial" usually comes with unread fine print

43 of the 106 advertise a free trial. Only 27 say explicitly that no credit card is required. 15 advertise a trial without stating the card terms anywhere we could find, and one vendor's own pages describe the same trial as both 7 days and 30 days, in different places.

A separate 43 tools offer a free plan instead, and the two lists barely overlap. The free plan is the cold email and notetaker categories' favorite weapon; the no-card trial belongs to the LinkedIn tools.

4. Marketing numbers and verifiable numbers are different species

85 of 106 tools publish a "users" figure somewhere on their site: "trusted by 6,500+ companies", "300,000+ users", "1M+ videos generated". We record them all, and we mark every one as the vendor's own claim, because in almost no case is there an independent way to check.

Funding is messier. For 59 tools we could source a funding history; for 12 we could verify the opposite, genuinely bootstrapped businesses, including some category leaders (lemlist, Zoho, Hunter, Waalaxy, Expandi). For the rest, the public record is contradictory or silent. We found funding databases disagreeing with each other by tens of millions of dollars for the same company, which is why every funding number in the directory carries the word "reported."

5. The same tool is loved on one review site and roasted on another

This one surprised us most. For 40 of the 93 tools with a citable review record, the picture is split across platforms. One LinkedIn outreach tool holds 4.8 on G2 and 2.9 on AppSumo. A veteran automation suite shows 4.7 on Trustpilot and 3.3 on G2. An email verifier pairs a glowing G2 profile with a Trustpilot page dominated by one complaint theme: expiring credits.

The split is information. G2 collects reviews from active, often vendor-prompted users; Trustpilot collects whoever shows up angry about billing. Read only one and you get half the story, which is why our listings show both sides or none.

6. The market moves faster than the directories covering it

In a few weeks of verification we caught, live: one tool announcing its shutdown after an acquisition (Koala, closing September 30), one brand resurrected under a new company (Zopto relaunched as Zeekeo), one merger of two category leaders (Salesloft and Clari), one un-rebrand (Dealfront going back to Leadfeeder), one pending acquisition (HubSpot and Warmly), two domain migrations (outreach.ai, fathom.ai), and one AI SDR whose entry price tripled against what third-party listicles still repeat.

Most tool roundups you will read this year were written once and never re-checked. That is the quiet reason so much software advice feels stale: the advice is fine, the facts underneath it expired.

The takeaway

If you are assembling a GTM stack, three questions cut through nearly everything above: What is the billing unit, a seat, a sender, or a credit? What happens to unused volume? And is the price on the website, or behind a demo call?

All 106 dossiers, with dated pricing, feature matrices, funding records and both sides of every review split, are free to browse at weezly.com/gtm-tools. If we got a fact wrong about your tool, tell us; corrections go into the next verification pass.

Weezly builds LinkedIn outreach software with AI video, and yes, it is listed in the directory too, cons included, held to the same standard as everyone else.