You're being compared to a price that doesn't exist
A prospect asks ChatGPT to compare you against Northgate. The answer comes back clean and confident: Northgate has a free tier, you start at $49 a month. The prospect nods, files you under expensive, and books a call with the other guys.
Except Northgate killed that free tier over a year ago. They start at $49 now too. The comparison the assistant just narrated is fiction, but it lands as fact, and it lands before your sales team ever gets a word in.
This is the quiet version of losing on price. Nobody undercut you. A model just cached an old pricing page, a Reddit thread from 2023, or a review site that never updated, and now it repeats a discount that no longer exists. The rival looks cheaper for free, and you're arguing against a number that isn't real.
Why stale pricing sticks around in AI answers
Pricing is the single most volatile thing a company publishes and the single thing the internet is worst at keeping current. Old pricing pages get archived, not deleted. Affiliate roundups freeze a snapshot and never revisit it. Forum posts describing 'the free plan' outrank the current pricing page because they have more links and more age.
Assistants weight what's abundant and what's been repeated. A discontinued free tier that got written about a hundred times carries more gravity than a quiet pricing change you announced once in a changelog. The model isn't lying. It's averaging a web that hasn't caught up.
And here's the part that stings: this only hurts you when it's the competitor's price that's stale. If the model lowballs your price, that's a different problem. When it lowballs theirs, you lose a comparison you would have won on the true numbers, and you never even see it happen.
What the assistant says vs. what's actually true
| Comparison category | Claim in the AI answer | What the model cites | Reality today |
|---|---|---|---|
| Northgate free tier | "Northgate offers a free plan" | Archived 2023 pricing page + old forum posts | Free tier retired; entry plan is $49/mo |
| Starting price gap | "They start free, you start at $49" | Stale roundup review | Both start at $49; you include onboarding they charge for |
| Seat pricing | "$8 per user" | Old blog comparison | $15 per user since last pricing update |
| Overall verdict | "Cheaper option for budget buyers" | Aggregated stale sources | No longer accurate at any tier |
Fix the record, don't just complain about it
You can't email a model a correction. What you can do is give the web a clearer, more citable version of the truth than the stale sources it's currently leaning on, and keep watching until the answers move.
Crescive checks the specific pricing and packaging claims assistants make about your named competitors, not just vague sentiment. It flags where a model says a rival is free, or cheaper, or has a tier that no longer exists, and shows you which sources are feeding the mistake. Then it helps you build the current, citable comparison content that corrects the record, drafted behind a human approval gate so nothing goes live that legal or sales hasn't blessed. When the answers shift, you get the before-and-after proof instead of taking it on faith.
The goal isn't to trash the competitor. It's to make sure the comparison an AI runs reflects this year's prices, so you win or lose on what's real. Right now you're losing on a discount that's a ghost.
Key takeaways
- AI assistants frequently cite a competitor's discontinued free tier or expired price as current, quietly costing you deals on a comparison that isn't true.
- Stale pricing sticks because archived pages and old forum posts are more abundant and linked than a quiet pricing change, so the model averages toward the outdated number.
- Crescive audits the exact pricing and packaging claims assistants make about named rivals, flags the stale ones, points to the sources feeding them, and helps you publish current comparison content that corrects the record.
FAQ
Why does ChatGPT say my competitor is cheaper when they aren't?
Because the model is often citing outdated sources. Archived pricing pages, old review roundups, and years-old forum posts describing a discontinued free tier or lower price stay indexed and heavily linked, so an assistant repeats them as current fact. If your competitor raised prices or killed a free tier, the model may not reflect that change for months, making them look artificially cheaper in comparisons.stale pricing.
How do I correct an AI assistant that's quoting a competitor's old price?
You can't edit the model directly. Instead, publish current, clearly structured comparison content that states today's real prices for both companies, and make it more citable than the stale sources the model is using. Crescive identifies which specific pricing claims are wrong, shows the sources feeding the error, helps draft the corrective content behind a human approval gate, and tracks whether the AI answers actually update afterward.