When Your AI Writes About a Product You No Longer Sell

Aloha! Your AI just drafted a post quoting a plan you retired. You retired that plan in March. Nothing hallucinated — it read your pricing page, months ago, and believed it. This post shows how to keep a multi-site pipeline current: when to re-read a site, what should trigger it, and how to catch a stale draft at the citation check, before it publishes. By the end you'll know how to set re-read triggers per project and verify a draft's figures trace to pages read after your last site change. You need a ContentRails account with your sites added as projects, and the date of your last pricing change.

Your pipeline is only as current as its last site read

A pipeline that read your site once writes from a snapshot. Pricing, features, and team pages drift; the draft doesn't. The retired plan is gone from reality but alive in the index.

The failure isn't hallucination; it's accuracy to an outdated page, which is harder to spot because the claim cites a real source. Your own pricing page, in fact. Who argues with that?

ContentRails' first run reads every page on the site; later runs re-read only pages that changed (contentrails.ai, contentrails.ai). So freshness is a habit you set, not a full re-crawl you pay for. The habit is what the rest of this post builds.

What should trigger a re-read

Pricing changes are the classic trigger. Pricing moves customer decisions and competitive positioning, so a stale pricing page is the most expensive stale claim you can publish (Content Change Detection: Meaningful Website Alerts). Your retired-plan draft proves it.

Set a calendar trigger first: re-read before every scheduled post, or at a fixed cadence — monthly for quiet sites, weekly for ones that ship. Write the cadence down per project. "Whenever" means never.

Set an event trigger too: any launch, plan change, or team update means re-read before the next draft, not after. If you retired a plan today, the re-read happens before the pipeline writes another word about pricing.

This isn't hypothetical. Tool directories kept promoting Phind after its January 2026 shutdown and Rows after its May 2026 shutdown — stale pages, published as fact (usetoolai.com). Those directories had no re-read trigger. You can.

Where the stale claim gets caught: the citation check

ContentRails' pipeline runs plan, research, cited fact sheet, outline, draft, checks, editor — in that order, every step logged. So the catch point is the checks stage, not after publish. A draft quoting the retired plan gets flagged before you ever see it, if the index is current.

Every figure in a draft comes from a source the system actually read. The check is whether that read happened after your site changed. A citation to your pricing page is only as good as its timestamp.

The failure mode to watch is partial attribute corruption — a real page with one wrong detail attached, like last month's price on an otherwise correct description. That's 27% of fabricated citations in one taxonomy, and a stale index produces the same shape (contentrails.ai). The draft looks right. One number is wrong.

Pitfall: don't judge a draft by its tone or structure. Judge it by the date of the pages its citations point to. A beautifully written post citing a February snapshot is still a February post.

Set the safety net so a stale draft can't slip through

Keep drafts in approval mode: nothing publishes until you approve unless full autopilot is on (contentrails.ai). That approval is your last line against a stale figure. Read the sources attached to the draft, not just the prose.

If you run full autopilot, you own what publishes. The terms are explicit that users are responsible for everything on their sites, autopilot included (contentrails.ai). And even with automated checks, generated content can contain errors — review before publishing stays your job. So make "check the pricing figure first" a literal step in your review.

Pitfall: turning on full autopilot on a site whose pricing page changes often is how the stale-pricing post goes live unreviewed. Save autopilot for stable sites.

Make the re-read habit per project

Automation is set per project under Settings — Off, Suggest topics, Write drafts, or Full autopilot. A fast-changing site can run cautious while a stable one runs loose. Match cadence to churn: pricing-heavy or product-led sites get pre-post re-reads; brochure sites get a monthly pass.

You can test the whole loop on one site first. The free plan runs one project end to end, including the site read and three posts a month. Retire a fake plan on a test site, re-read, and watch the next draft cite the new page.

How to check it worked, and what to do next

Decision rule: if a page changed since your last post, re-read before you draft.

Then check the catch worked: search your next draft for every figure and confirm each traces to a page read after the change date. If the stale draft exists in your queue, it should have died at the checks stage. If it didn't, your re-read trigger fired too late.

Next step: open Settings, set the automation level you actually want per project, and turn re-reads on for the pages that change most — pricing first.