Why Does AI Quote My Old Prices, Plans or Pricing Tiers?

Why do AI models give wrong prices for my brand?

• Third-party pages outlive your change. Review platforms, comparison articles and "[brand] pricing" posts written by affiliates rank well and are rarely updated. Assistants cite them because they answer the question directly.
• Your pricing page is hard to read. Prices shown only after a toggle, loaded by JavaScript, inside images or in a calculator are often invisible to AI crawlers, most of which do not run scripts.
• Your own old pages still exist. Help articles, blog posts announcing past pricing, old plan comparison pages and PDFs keep the old numbers alive.
• Model memory lags. Answers written without a web search come from training data, which can predate your change by a long way.
• Billing terms are ambiguous. "$20" without "per user per month, billed annually" gets repeated as the wrong thing.
• Regional prices differ, and assistants may quote a price in the wrong currency or market. That problem is covered in why AI answers show the wrong currency or payment options.
• Retailer and marketplace prices differ from your list price for physical products, and assistants may quote one as if it were yours.

How to find pricing errors and merged plans in AI answers about your business

Run a fixed set of pricing questions in ChatGPT, Gemini, Perplexity, Claude and Google's AI features, several times each, with web search where available:

• "How much does [brand] cost?" and "[brand] pricing"
• "[Brand] [plan name] price" for each current plan, and for recently retired ones
• "Does [brand] have a free plan?" and "Cheapest [brand] plan"
• "[Brand] vs [competitor] price"
• "Is [feature] included in [brand]'s [plan]?"

Label each answer against your real pricing:

Record the sources cited for every error. They tell you what to fix first.

How can a SaaS company get AI assistants to stop describing a retired pricing tier?

Name the retired tier, rather than just deleting it. Assistants keep describing a tier while sources mention it and nothing says it ended.

• Add a plan history or "plan changes" section to your pricing page or help centre: "The Starter plan was retired in March 2026. New customers choose Basic, which includes everything Starter did plus [feature]. Existing Starter customers keep their plan until [date]."
• Answer the question directly in the pricing page's questions section: "What happened to the Starter plan?"
• Redirect old plan pages to the pricing page section that explains the change, rather than to a generic page.
• Update help articles that describe the retired plan's limits or features.
• Update your review platform profiles, where vendors can usually edit pricing information, and ask comparison sites that rank well to update theirs.
• Keep the old name findable in that one explanatory sentence, so searches for it land on the explanation instead of a stale third-party page.

What should I update on my pricing page before raising prices so AI assistants describe my offer correctly?

Prepare everything so it changes on the same day:

1. Put all prices in the HTML, for every plan and billing period. If you use a monthly and annual toggle, include both figures in text.
2. State the terms beside each price: currency, per user or flat, monthly or annual billing, minimum seats, and what "starting at" means.
3. Publish a dated announcement before the change: "From 1 March 2027, prices for new customers will be…; existing customers keep current prices until their next renewal after 1 June 2027." Assistants then have both the current price and the change, each with a date.
4. Update structured data on the pricing page so price values match the visible text.
5. Update every copy of your prices on launch day: help centre, plan comparison pages, sales one-pagers, review platforms, app marketplaces, partner and reseller pages.
6. Recheck your question set a week and a month after the change.

B2B software pricing migration when AI assistants keep describing the old plans

A full migration, where old plans are replaced with a new structure, produces the most confusion, because old and new names coexist for months. Plan for it:

• Publish a migration map: each old plan, the new plan it maps to, and what changes for customers. A table is easy for assistants to quote correctly.
• Set a timeline in text, with dates for new customers, renewals and final migration.
• Keep one explanatory page about the migration live for at least a year, linked from the pricing page.
• Brief sales and support on what assistants currently say, since buyers will arrive quoting it.
• Track errors weekly during the migration, by assistant and by source. Expect model-memory answers to lag search-based ones.
• Close the loop with third parties. The old plans will persist wherever nobody updated them.

A related problem, when merged products are described as two, is covered in why Claude describes a merged platform as two separate products.

What should I fix when AI assistants cite outdated pricing pages that attract poor-fit leads?

Old low prices attract buyers who cannot afford you now, and your sales team spends time on calls that end at the first quote. To fix it:

• Find the cited pages from your test answers, and check your analytics for visitors landing on old pricing URLs.
• Update or redirect your own old pages to current pricing.
• State your entry point plainly: "Plans start at $X per month for up to Y users" or "Most customers spend between $A and $B a year."
• Say who each plan is for, so assistants can match buyers to the right tier, or rule you out early.
• Ask third parties to update the pages that are cited most.
• Add a budget question to your demo form, and tag leads arriving from AI referrals, so you can see whether the fix is working.

How do I handle a Product Hunt page with launch pricing that no longer exists?

Product Hunt listings stay public long after launch, so launch offers such as "50% off for the Product Hunt community" or "lifetime deal" can keep appearing in answers after they end. Where your maker account can edit the product's listing, update the description to current pricing and link to your pricing page. Add a maker comment on the launch post explaining that launch pricing has ended and where to find current plans. Treat the launch post itself as a record of launch day, and make sure your own pricing page is the clearest current source. Mention the launch offer once in your plan history, as ended, so assistants have a dated statement to use.

What might an illustrative case look like?

Consider an illustrative project management company that replaced three plans with two and raised prices. Six weeks later, assistants still quoted the old $12 Starter plan, citing a comparison article, a review platform profile and the company's own help article on plan limits. The company updated the help article, added a plan history section naming Starter as retired, and put both monthly and annual prices in the HTML. It also updated its review profiles and asked the comparison site to refresh. A month later, search-based answers quoted the new plans correctly in most runs, while answers without search still mentioned Starter occasionally.

What do people ask about AI and old pricing?

Should we remove prices from our site to avoid errors?

No. Without published prices, assistants rely on third-party guesses, which are more likely to be wrong.

How long do old prices keep appearing?

Search-based answers can change as soon as the cited pages are recrawled, which may take days or weeks; we have not measured how quickly each assistant picks up a price change. Answers from model memory can lag until a newer model is released.

Does structured data fix pricing errors?

It helps systems that read it, but the visible text on the page matters more. Keep both in sync.