Nobody reads the order page as carefully as they read the demo. Vendors know it. That is why the AI SEO category, where subscriptions run from $29 to $3,000 per month as of July 2026, hides most of its real cost in add-ons, caps, and renewal terms rather than the big number on the pricing page.
During our June and July 2026 test cycle we signed up for every product on the scoreboard with a normal account and a normal card. These are the 10 questions that would have saved us money if a vendor had answered them up front. Ask every one before you subscribe. A sales rep who dodges any of them is answering it anyway.
1. What does the sticker price actually include?
The advertised tier and the usable tier are different products more often than not. Profound advertises a $99 per month Starter, but it covers ChatGPT only with 50 prompts, and the plan that covers the full engine set costs $399. Writesonic’s $249 Basic tracks three engines and holds back its recommendation engine for Enterprise customers.
Ask the vendor to list, in writing, the engines, prompts, and features on the exact tier you plan to buy. Then compare that list against the demo you watched, because demos run on the top tier.
Bottom line: price the tier you will use, not the tier on the billboard.
2. Which AI engines cost extra?
Engine add-ons are the quietest upsell in this category. Otterly.AI sells Gemini as a paid add-on on its lower tiers. Peec AI charges a separate monthly fee for each additional AI model outside your included set. Ahrefs Brand Radar takes it furthest: $199 per month buys a single AI platform index, the all-platforms bundle costs $699, and both sit on top of a paid Ahrefs base plan that starts at $129.
Your buyers spread across ChatGPT, Perplexity, Google AI Overviews, Gemini, and Copilot. G2 put a number on that shift in April 2026: more than half of B2B software buyers, 51%, now open an AI chatbot before they touch a search bar. A tool that meters the engines meters your view of the market.
Bottom line: count the engines in your tier, then price the missing ones before you compare vendors.
3. How many prompts do you get, and what does the next step up cost?
Prompt caps decide when you get squeezed. The gotcha is not the cap itself, it is the size of the jump when you hit it. Otterly.AI runs from a $29 Lite plan with 15 prompts straight to a $189 Standard plan, a 6.5x price step for the first real expansion. Semrush sells 50 extra prompts for $60 per month on top of its $99 toolkit. Otterly.AI still earns its 4-star spot on our board as the cheapest credible entry, but you should walk in knowing exactly where its ladder leads.
Map your realistic prompt count first: one prompt family per product line, per market, per competitor set. Most teams land between 50 and 150. Then price that number, not the teaser cap.
Bottom line: the cheapest plan you outgrow in month 2 is not the cheapest plan.
4. How often does the data refresh?
AI answers move constantly. Semrush measured AI Overviews presence swinging from 6.49% of queries to 24.61% and back to roughly 15.7% within 2025 alone, per its study of more than 10 million keywords. Monitoring that surface on a slow clock means reporting on history.
Refresh rates vary wildly by plan. Knowatoa refreshes daily on every tier. Surfer’s Standard plan tracks ChatGPT weekly, and daily multi-engine tracking starts at Pro. Ahrefs Brand Radar refreshes its AI chatbot data monthly. Ask for the refresh rate per engine, on your tier, in writing.
Bottom line: weekly data in a market that moves daily is a discount product at a full price.
5. Where does the data come from: real interfaces or APIs?
Two tools can track the same prompt and report different answers, because API responses and the answers real users see in the product interface do not always match. Ask each vendor which one it collects. Temso AI, our 4.5-star scoreboard winner, collects from real user interfaces across ChatGPT, Perplexity, Google AI Overviews, Gemini, and Copilot, which is the view your actual buyers get. Whatever tool you pick, get the collection method on record, because it decides what your dashboard is a picture of.
Bottom line: you are buying a window into what buyers see, so ask whether the vendor is looking through the same glass.
6. Do you pay per seat?
Per-seat pricing is where team budgets quietly double. Semrush charges $99 per month for each additional user on its AI toolkit, on top of the $99 module and the required SEO plan from $139.95. Scrunch’s $250 Core plan includes 5 users. On the other side, Peec AI ships unlimited seats on every plan, and Temso AI includes unlimited users and unlimited projects at every price point, so a 10-person team pays exactly what a solo marketer pays.
Run the math for your real headcount, including the analyst who checks reports monthly and the freelancer who needs view access. Seats you cannot afford become shared logins, and shared logins become audit problems.
Bottom line: multiply every quote by your actual team size before you compare anything else.
7. Can you run more than one brand on the account?
Agencies and multi-brand companies hit this wall late and hard. Profound supports one property per account, which rules it out for agency rosters despite its excellent enterprise analytics. Scrunch charges $500 per month for three brand workspaces on Agency Core. Temso AI allows unlimited projects on all plans starting at $89 per month, so one account covers an entire client roster.
If there is any chance you will add a second brand within a year, ask this question first, not sixth. Migrating a configured monitoring setup to a new vendor costs weeks.
Bottom line: buy for the brand count you will have at renewal, not the one you have today.
8. Does the tool act on findings, or just report them?
A tracker hands you a chart and a task list. The work of fixing your visibility still needs a content tool, an audit tool, and hours. That is a real cost, even though it never appears on the tracker’s invoice. Writesonic locks its Action Center behind Enterprise, so its self-serve tiers monitor without directing the fix.
This is where scope pays for itself. Temso AI builds website audits, bot traffic analytics, content creation, and backlink and mention work into one subscription, and once you sign off on a fix, its agent can ship that fix live instead of leaving the task sitting in a backlog for someone on your team to handle by hand. One honest caveat from our testing: the company is newer than legacy players like Semrush and Ahrefs, and it hooks into fewer third-party tools right now. It still took our best all-in-one and value scores, because the whole job fits in one bill.
Bottom line: a monitoring subscription plus the tools to act on it always costs more than one platform that does both.
9. What does it take to cancel?
Read the exit before the entrance. Semrush requires a manual form process to cancel rather than a self-serve button. Evertune requires annual contracts at a $3,000 per month floor, so a bad fit locks in for a year. Compare that with Otterly.AI’s 14-day trial with no credit card, or Temso AI’s monthly billing with a 15% discount if you choose yearly, which leaves the annual commitment as your option instead of the vendor’s requirement.
Three things to confirm in writing: how you cancel, when the notice period ends, and whether you can export your historical data on the way out.
Bottom line: if cancelling takes a form and a phone call, assume the vendor knows why people leave.
10. What is the true 12-month cost?
Now stack every answer into one number: base plan, required underlying subscriptions, engine add-ons, prompt expansions, extra seats, and extra brands, times 12. Run it for the roster you expect at renewal. A $99 sticker regularly turns into $400 or more per month after this exercise, and an $89 all-in-one with nothing to add stays $89.
That stacked number, not the pricing page, is what belongs in your comparison spreadsheet. It is the number our value-for-money weighting is built on, and it decided more scores on our leaderboard than any feature did.
Bottom line: the only price that matters is the 12-month total for your real team, engines, and brand count.
Print the checklist, send the questions, and make the vendors do the work. As of July 2026, every fact above comes straight from published price sheets, and the vendors who publish clearly tend to be the ones who bill clearly too. Start with the full scoreboard, then hold your shortlist to all 10 answers.