DEV Community: Topickz

How AI Engines Decide Which B2B SaaS to Recommend (and a Free Tool to Score Yours)

Topickz — Sat, 27 Jun 2026 13:21:15 +0000

Your buyers ask an LLM for a shortlist before they reach your site. So the question stopped being "do we rank on Google" and became "does ChatGPT put us on the list." Those are not the same game.

We looked at how ChatGPT, Claude, Gemini, Google AI Overviews and Perplexity actually source what they recommend, and the pattern is consistent: they reward consensus across the third-party sources they already trust, and they reward pages they can parse and verify. Marketing you fully control barely moves it.

What the engines are really doing

Every engine is solving three problems at once: can I parse this, can I verify it, can I trust it.

Parsing is structure. Clean title, one H1, real sections, and schema markup that spells out what the page is. Verification is evidence. Original numbers, a visible date, a named author. Trust is the rest. HTTPS, a canonical tag, and enough independent sources saying the same thing about you.

The part teams underrate is consensus. An engine is far more comfortable naming you if G2, a Reddit thread, an editorial review and a listicle all line up. One brand-owned page making a claim is weak. Four independent sources agreeing is strong.

Two numbers worth internalizing

From our analysis of 816 B2B SaaS tools:

61% sit inside a single 0.3-star band, 4.3 to 4.6. Your rating will not separate you, so stop treating it as the differentiator.
Pages with at least 3 original data points get cited about 4x more often in AI answers (2026 industry analyses). Original data is the cheapest citation lever most teams ignore.

The five pillars we score

Foundation. Can the engines find and verify you at all.
Content. Are your pages citable: schema, structure, original data, freshness.
Consensus. Do independent third parties agree on you.
Per-engine tuning. The specific tell of each model.
Measurement. The loop that keeps you visible as the engines shift.

Score yourself

We turned the framework into a free scorecard: 22 checks, a grade out of 100, and your three highest-leverage fixes. No signup, runs in your browser, takes about three minutes.

Score your whole brand: https://topickz.com/research/ai-recommendation-scorecard/
Check a single page's citability: https://topickz.com/research/ai-readiness-checker/
The full playbook, engine by engine: https://topickz.com/research/how-to-get-your-brand-recommended-by-ai/

The SaaS Pricing Cliff Report 2026

Topickz — Sat, 20 Jun 2026 07:33:18 +0000

Originally published on Topickz. This is original Topickz research.

Most SaaS pricing pages are designed to be read in one direction: down to the cheapest number, then a fast click to "start free." The number you remember is almost never the number you pay.

We wanted to put a figure on that gap. So we pulled the published pricing for every tool across the Topickz review desk, 466 products in 10 categories, and measured two things: how many vendors will even show you a price, and how far the advertised entry sits below the tier a real team actually lands on.

The short version: more than a quarter of B2B SaaS tools won't quote a price until you book a call, and for the ones that do publish, the next tier up costs roughly double.

26% of B2B SaaS tools (121 of 466) hide pricing behind 'contact sales'

Topickz Pricing Cliff Report, 466 tools across 10 categories, June 2026

What we measured

This is not a survey. We did not ask vendors how they price. We read what they publish, on the public pricing page, the way a buyer would, and recorded it.

For each of the 466 tools we captured the advertised entry price (the headline number on the pricing page) and the full published tier ladder where one exists. Then we flagged every tool that shows no number at all, the "contact sales" and "request a quote" crowd.

Figures were pulled from vendor pricing pages and cross-checked against our existing category reviews, all dated within the last 30 days. Our methodology explains how the review desk verifies pricing.

One honesty note up front. An early cut of this analysis compared each tool's entry price to its most expensive enterprise tier, and the numbers were nonsense, because it was stacking per-user prices against flat enterprise contracts.

Every figure below compares like units only (per-user against per-user, flat against flat) and measures the jump to the next tier up, not the top of the ladder.

The transparency split

A clean public price is not the norm you might assume it is. Of 466 tools, 345 show a real number and 121 do not. That is 26% of the market asking you to start a sales conversation before you can do basic budgeting.

The pattern is not random. It tracks almost perfectly with who the buyer is. Tools sold to individual practitioners and small teams publish prices, because the buyer expects to swipe a card. Tools sold to IT, security, and finance departments hide them, because the buyer expects a negotiation.

The categories that hide the ball

Developer tools are the worst offenders. 42% of the dev and infrastructure tools we checked are quote-only, the highest of any category. Usage-based and seat-based models get bundled into "let's talk about your scale," and the real bill only shows up after a sales call.

HR and recruiting software is close behind at 37%, and finance tools sit at 35%. These are the three categories where a buyer is least likely to find a straight answer on the pricing page. It is not a coincidence that all three sell into departments with procurement teams and annual budget cycles.

Sales software is the outlier in the other direction. Every sales tool we checked, all 39 of them, publishes a price. Operations (84% numeric) and data analytics (82%) are close behind. When the buyer is a line manager with a credit card, the price is right there on the page.

The pricing cliff

Showing a price is only half the trick. The other half is which price you show. The advertised entry tier is usually a stripped-down plan that most teams outgrow within the first month, and the jump to the next tier is steep.

For tools that publish per-user pricing, the next tier up costs a median of 88% more than the advertised entry, and the average jump is 118%. For flat-fee tools the cliff is even sharper: a median 100% increase, average 247%. The number on the page is real. It is just not the number for the plan you need.

Here is the cliff in tools you already know:

Tool	Advertised entry	Next tier up	Jump
HubSpot Sales Hub	$20/user/mo	$100/user/mo	+400%
Freshsales	$9/user/mo	$39/user/mo	+333%
Salesforce Sales Cloud	$25/user/mo	$100/user/mo	+300%
GitLab CI/CD	$29/user/mo	$99/user/mo	+241%
Microsoft Project	$10/user/mo	$30/user/mo	+200%
Freshdesk	$19/user/mo	$55/user/mo	+190%
Tableau	$15/user/mo	$42/user/mo	+180%
Intercom	$39/user/mo	$99/user/mo	+154%

These are not enterprise contracts. They are the second rung on the ladder, the one a normal growing team hits the moment it needs reporting, automation, or more than a handful of seats.

Why the gap exists

None of this is an accident, and most of it is not even dishonest. It is the land-and-expand model working as designed. Get the lowest possible number in front of the buyer, win the signup, then let the team grow into the features that live one tier up.

The trouble is that the advertised price sets the buyer's mental anchor, and the anchor is wrong. A team that budgets around the $20 plan and lands on the $100 plan is not getting scammed. It is getting expanded, exactly the way the pricing page was built to expand it.

The quote-only tools play a different version of the same game. By withholding the number, they keep the anchor out of your head entirely, so the first figure you hear is whatever the sales team decides you can absorb.

What buyers should do

Treat the advertised price as a floor, never an estimate. Before you compare two tools, find the tier that actually contains the features you need, then compare those numbers. The entry price tells you almost nothing about your real cost.

For any quote-only tool, ask for the full price list in writing on the first call, not your custom quote, the list. Vendors that genuinely cannot publish a price often can still tell you the tier structure, and the ones that refuse are telling you something about how the negotiation will go.

And model your cost at the tier above the one you think you need. On the data here, that tier is roughly twice the sticker, and you will probably be on it within a year.

Methodology

Sample: 466 B2B SaaS products across 10 categories (sales, marketing, HR and recruiting, finance, security, customer success, collaboration, data and analytics, operations, developer tools), drawn from the Topickz review desk.

Collection: advertised entry price and full published tier ladders were read directly from each vendor's public pricing page and cross-checked against our category reviews. Tools showing no public number were flagged as quote-only. Data pulled and verified within 30 days of publication.

Cliff calculation: the "next tier up" jump compares the advertised entry price to the next-highest published tier of the same billing unit (per-user against per-user, flat against flat). Free and quote-only tiers were excluded from the cliff math. Tools with only one published price were excluded from the cliff sample (per-user n=116, flat n=126).

This is original Topickz research. We will refresh it annually.

Cite this report

Free to reference with a link back to this page. Suggested credit: "Topickz SaaS Pricing Cliff Report 2026 (topickz.com/research/saas-pricing-cliff-2026/)."

To embed the transparency index chart:

<a href="https://topickz.com/research/saas-pricing-cliff-2026/">
  <img src="https://topickz.com/images/research/saas-pricing-transparency-index-2026.svg"
       alt="Topickz SaaS Pricing Transparency Index 2026" width="760">
</a>
<p>Source: <a href="https://topickz.com/research/saas-pricing-cliff-2026/">Topickz SaaS Pricing Cliff Report 2026</a></p>

Related reading: best CRM software, best IAM and SSO platforms, and our review methodology.

The SSO Tax Report 2026

Topickz — Sat, 20 Jun 2026 07:28:14 +0000

Originally published on Topickz. This is original Topickz research.

There is a quiet line item in B2B software pricing that nobody puts on the pricing page in plain words. It is the price of logging in safely.

Single sign-on, the feature that lets your team authenticate through Okta or Google or Entra instead of yet another password, is the baseline security control every IT and security team asks for. It is also the feature a surprising number of vendors hold back until you reach the most expensive plan they sell, or until you book a sales call.

We wanted to put real numbers on it. So we hand-checked the live pricing pages of 28 well-known B2B SaaS tools in June 2026 and recorded exactly which tier first unlocks SSO or SAML. The pattern is not subtle.

57% of the B2B SaaS tools we checked (16 of 28) lock SSO behind their single most expensive tier

Topickz SSO Tax Report, 28 tools hand-verified, June 2026

What we checked

This is not a survey and it is not scraped. We opened each vendor's public pricing page, read the plan feature lists the way a buyer would, and recorded the lowest tier that includes SSO or SAML single sign-on. Where the pricing page was thin, we cross-checked the vendor's own security or help documentation. Every figure here was verified on June 7, 2026.

Our methodology covers how the review desk verifies pricing.

A tool counts as charging the "SSO tax" when SSO sits only on the single most expensive tier it sells, usually an Enterprise plan, and especially when that tier is custom-priced with no public number. A tool is in the clear when SSO is reachable on a lower paid plan, or free.

One wording trap worth flagging before the numbers. Several vendors list "SSO" on cheaper plans, but they mean social login, the Google or Microsoft "sign in with" button. That is not the same as SAML SSO wired to your company identity provider.

Smartsheet is the cleanest example: a generic "single sign-on" shows up on its lower plans, but true SAML-based SSO is Enterprise-only. We scored on SAML, the thing security teams actually require.

The SSO tax wall

Here are the 16 tools that reserve SSO for their top tier. The pattern repeats: a reasonable entry price, then SSO parked one or more rungs up, often behind "contact sales."

Tool	Cheapest paid plan	Tier that unlocks SSO	SSO tier price
ClickUp	$7/user/mo	Enterprise	Custom (sales)
Make	$9/mo	Enterprise	Custom (sales)
Smartsheet	$9/user/mo	Enterprise (SAML)	Custom (sales)
Linear	$10/user/mo	Enterprise	Custom (sales)
Canva	$10/user/mo (Teams)	Enterprise	Custom (sales)
Asana	$10.99/user/mo	Enterprise	Custom (sales)
Grammarly	~$12/user/mo (Pro)	Enterprise	Custom (sales)
Synthesia	$18/mo (Starter, annual)	Enterprise	Custom (sales)
Loom	$18/user/mo (Business)	Enterprise	Custom (sales)
Motion	$19/seat/mo	Enterprise	Custom (sales)
Descript	$24/mo	Enterprise	Custom (sales)
Writer	~$29/seat/mo (Starter)	Enterprise	Custom (sales)
Coda	$30/Doc Maker/mo (Team)	Enterprise	Custom (sales)
Jasper	$59/mo (Pro)	Business	Custom (sales)
Fireflies.ai	$10/user/mo (Pro)	Enterprise	$39/user/mo
Bitwarden	$4/user/mo (Teams)	Enterprise	$6/user/mo

Two of these deserve a fairer word. Fireflies.ai and Bitwarden at least publish the SSO tier price, and Bitwarden's is a $2/user/mo step, not a cliff. Bitwarden is also open-source and self-hostable, which makes it the gentlest case on this list. The rest, twelve of sixteen, hide the SSO price behind a sales conversation entirely.

Who taxes SSO, and who does not

Sort the same tools by what they actually do for a living and the story sharpens. The vendors whose product is security or developer infrastructure almost always include SSO. The vendors selling productivity and AI almost always charge for it.

AI and content tools are the worst, by a distance. Eight of the nine we checked (89%) lock SSO to the top tier: Grammarly, Jasper, Writer, Synthesia, Descript, Canva, Loom and Fireflies. The category that has spent two years telling enterprises to trust it with their data treats the basic control for protecting that data as a premium upsell.

Productivity and operations tools sit in the middle at 54%. ClickUp, Asana, Linear, Make, Smartsheet, Motion and Coda tax it. Notion, Zapier, Figma and Hive do not, with Notion the standout: SAML SSO lands on its Business plan at $15/user/mo, a tier below Enterprise.

Security, identity and developer tools are the clean ones, 1 of 6. The single exception is Bitwarden, and as noted it is the mildest version there is.

The good actors

It does not have to work this way, and the proof is the vendors who give SSO away or price it like the table stake it is.

Tool	SSO available from	Price
Cloudflare (Zero Trust)	Free plan	$0 (up to 50 users)
GitLab	Free (self-managed)	$0 self-managed
Slack	Pro (cheapest paid plan)	$8.75/user/mo
1Password	Business (entry business plan)	$7.99/user/mo
Notion	Business (below Enterprise)	$15/user/mo
Cursor	Teams (below Enterprise)	$40/user/mo
Sentry	Business (below Enterprise)	$80/mo
Figma	Organization (below Enterprise)	$55/editor/mo

Cloudflare is the cleanest of all: full SAML and OIDC integration on the free Zero Trust plan for up to 50 users. Slack puts real SAML SSO on its cheapest paid tier. GitLab hands self-managed customers SAML for nothing, and reserves it for Premium, never the top Ultimate tier, on its hosted plans. 1Password ships SSO unlock on its entry Business plan.

These are not charities. They are companies that decided a login standard should not be a revenue lever.

A few of the others, Cursor, Sentry and Figma, technically clear the bar because SSO is not on their single top tier, but reaching it still means a real jump (Sentry triples from $26 to $80 to get there). Better than a tax. Not free.

Why SSO ends up on the enterprise tier

None of this is an accident, and most of it is not even framed as security pricing. It is packaging. SSO is the feature that signals "this buyer has an IT department and a procurement process," so it gets used as the tripwire that moves a self-serve account into a sales-led contract.

The logic is clean for the vendor and ugly for everyone else. A 30-person startup that wants to put SSO in front of its tools is told the price is "Enterprise," which often means a five-figure annual minimum and a call. The control that would most improve that startup's security posture is the one sitting behind the highest paywall.

There is a reason the security community gave this a name years ago and started keeping public lists. Charging a steep premium for SSO does not just annoy buyers. It actively pushes smaller teams to run without it, which is the opposite of what a security feature is supposed to do.

The custom-pricing trap

The sharpest version of the SSO tax is not a high number. It is no number at all. Ten of the sixteen tools on our wall (ClickUp, Asana, Linear, Make, Smartsheet, Loom, Canva, Grammarly, Writer and Coda) put SSO on a custom-priced Enterprise tier with nothing published.

That does two things. It hides what SSO actually costs you until you are deep in a sales cycle, and it lets the vendor set the number based on what they think you can pay rather than a list price. You wanted to turn on a login standard. You ended up in a negotiation.

When a vendor will publish every other tier's price but goes dark exactly at the tier that unlocks SSO, that is a deliberate choice about negotiating position, not a limitation of the pricing page.

What buyers should do

Price SSO before you sign, not after. When you compare two tools, do not compare their entry plans. Find the tier that actually includes SAML SSO on each, and compare those numbers. For a lot of the AI and productivity tools above, that tier is a different planet from the sticker.

Read the word, not the label. If a plan says "SSO," check whether it means SAML wired to your identity provider or just a social login button. Smartsheet, and others, count on you not checking.

For any tool that hides SSO behind "contact sales," ask for the SSO tier's real number in writing on the first call, and ask why a login standard requires a negotiation. The answer tells you how the rest of the relationship will go.

And where two tools are close, the one that includes SSO on a reachable plan is worth a real premium elsewhere, because you are buying out a future five-figure surprise.

Methodology

Sample: 28 well-known B2B SaaS products across AI and content, productivity and operations, and security, identity and developer categories. Tools were drawn from the Topickz review desk and chosen for name recognition and for having a published tier ladder to verify against.

Collection: for each tool we read the live public pricing page on June 7, 2026 and recorded the lowest tier that includes SSO or SAML single sign-on, cross-checking the vendor's security or help documentation where the pricing page was ambiguous. We scored SAML SSO specifically, not generic social login, and we noted where the SSO tier is custom-priced.

Scoring: a tool charges the "SSO tax" when SSO is available only on its single most expensive tier. Two tools we examined (Vidyard and Copy.ai) did not publish enough to verify an SSO tier and were excluded rather than guessed. Self-hosted and SaaS editions can differ; where they do (GitLab, Bitwarden), we noted it.

This is original Topickz research. We will refresh it annually.

Cite this report

Free to reference with a link back to this page. Suggested credit: "Topickz SSO Tax Report 2026 (topickz.com/research/the-sso-tax-2026/)."

To embed the chart:

<a href="https://topickz.com/research/the-sso-tax-2026/">
  <img src="https://topickz.com/images/research/sso-tax-by-software-type-2026.svg"
       alt="Topickz SSO Tax by Software Type 2026" width="760">
</a>
<p>Source: <a href="https://topickz.com/research/the-sso-tax-2026/">Topickz SSO Tax Report 2026</a></p>