The Pricing Blackout. Hide your price and AI quotes one anyway.
We crawled the pricing pages of 304 B2B SaaS companies, then asked AI what those products cost. When vendors hide their prices, the model produces dollar figures anyway, 93.9% of the time, sourced from pages the vendor doesn’t control.
A quarter of pricing pages contain no prices
Of the 304 companies we crawled, 277 (91.1%) maintain a pricing page. But 71.5% of those pages show actual numbers; 66 companies (23.8%) run a contact-sales wall instead. And machine readability collapses further: only 19.1% mark prices up in Offer schema.
Base: 304 reachable B2B SaaS companies; percentage bars 2 and 3 are of the 277 companies with a pricing page.
AI can’t tell your silence from an answer
We asked a leading model what each product costs per month. For the 66 vendors with hidden pricing it produced concrete figures in 93.9% of answers, statistically the same rate as the public-pricing control group (95%). Only 3% of answers said pricing wasn’t public and left it there.
The model usually knows the pricing is hidden, it says so, then estimates anyway from “widely reported figures,” review sites, and forum threads. Hiding your price doesn’t remove the answer. It removes your voice from it.
What the model actually says
Verbatim answer openings for four well-known hidden-pricing vendors.
| Vendor | AI’s answer (opening) |
|---|---|
| Gong | “Gong doesn't publish transparent pricing on their website, but based on widely reported figures from users and review sites…” |
| ZoomInfo | “ZoomInfo is known for being expensive and non-transparent with pricing, they don't publish rates publicly and require a sales call. [followed by estimated figures]” |
| Braze | “Braze is notoriously opaque about pricing and does not publish rates publicly. Here's what's generally known… [followed by estimated figures]” |
| Vanta | “Vanta doesn't publicly list detailed pricing, they use a sales-led, quote-based model. However, based on… [followed by estimated figures]” |
How we measured it
Crawl layer. The same 304 reachable companies as Study #1, fetched July 2026. We checked standard pricing paths (/pricing, /plans) plus homepage pricing links, and recorded visible currency amounts, contact-sales language, and Offer/AggregateOffer schema. Every crawl fact is verifiable on the live pages.
Model layer. One leading model (Claude Sonnet), asked “how much does X cost per month for a small team?” for all 66 hidden-pricing vendors and a 40-vendor public-pricing control. Single run per vendor, answers classified by whether they contain currency amounts. Limitations we’ll happily state: one model, one phrasing, parametric knowledge rather than live browsing. The 94-vs-95 symmetry is the finding; individual estimates vary run to run.
Use these numbers
When B2B SaaS vendors hide their pricing, AI states concrete dollar figures anyway in 94% of answers (62 of 66 hidden-pricing vendors tested).
Only 3% of AI answers about hidden-pricing vendors say the pricing simply isn't public; the rest estimate numbers from third-party sources.
24% of B2B SaaS pricing pages (66 of 277 with a pricing page) show no prices at all, contact-sales walls only.
Only 19% of B2B SaaS pricing pages carry machine-readable Offer schema, even published prices are mostly illegible to machines.
AI quotes prices with near-identical confidence whether pricing is public (95% of answers) or hidden (94%), hiding your price doesn't stop the answer, it just removes your voice from it.
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Someone is answering the pricing question. Make it you.
Publish real numbers, mark them up in Offer schema, and AI quotes your figures instead of a forum’s. We practice it: our pricing is public and machine-readable.
By Thomas Doyne, Founder & GEO Strategist · Published July 3, 2026 · Dataset CC BY 4.0