GEO-129·Issue 11·Authority & Off-site·129 / 132

A GEO Crisis Playbook

Old recalls and same-name collisions outlive the news cycle in AI answers. Five risk scenarios, a standing facts page, a 72-hour sequence, and a re-test.

5 min readGEOAuthority & Off-sitecross-border

Issue focusScale It: SOPs, Organization, and the 2027 Roadmap

On a Monday morning, the support lead at a US brand selling portable power stations posts a screenshot in Slack. A shopper in Munich asked ChatGPT whether the batteries suit an apartment. The answer says the brand recalled units over overheating cells and recommends a rival. The recall belongs to an unrelated American firm with a near-identical name.

AI turns a crisis from a news cycle into a corpus cycle — old coverage, old reviews, and same-name collisions stay retrievable for years — so the plan that counts is a facts page, a correction path, a re-test written before the incident.

Old crises do not sink on their own

News has a cycle. A retrieval pool does not: a three-year-old recall story, still live at its URL, can be summarized in a market you never sold in.

Models keep it because it is more citable — a date, a model number, a batch. “Quality is our priority” cannot be checked, so it is set aside.

The second layer is identity. A same-name company or retired model name sends the model to the wrong node: entity resolution failing, not opinion turning. Triage by source first, as negative mention monitoring does.

The third is version drift: the German page lists current models, the English page last year’s, the marketplace a third list. Your site holds few retrieval slots; a facts page becomes an answer only after third parties repeat it.

Five scenarios, five different first moves

List what could happen first; each scenario needs a different owner.

ScenarioHow it appears in AI answersFirst move
Product safety and complianceOld recall, mismatched modelsFacts page, certificate and SKU scope
Fulfillment and paymentsVerbatim complaints, dispute recordsPublished delivery and refund terms
Founder and company coverageA feature summarized, re-quoted sociallyAgreed message, spokesperson, legal
Same name, counterfeits, infringementA same-name firm read as youEntity work, trademark appeals
Platform policy and delistingDead listing still retrievedPolicy page, alternative purchase path

Only the first two justify a standing facts page. The third runs on message discipline, the fourth on entities and appeals, the fifth on a policy page. One template for all five is the usual waste.

Write the facts page before you need it

A facts page is a record others can cite, not a press release. Drafted at 2 a.m., it reads as feeling; drafted empty in advance, it needs only models and dates.

  • Stable URL. /trust/ or /product-safety/, outside the news feed, never moved; name its owner.
  • Scope written to exclude. Models, batches, markets, channels, dates.
  • A dated timeline. Incident, test, remediation, re-test.
  • Identifiers. Certificates, labs, recall numbers; blank beats invented.
  • Machine-readable. Brand and product schema, sameAs to official catalogs, one master record behind every language — the modular content system.
  • Entry points. Product pages, footer, support macros, marketplace listings.

The counterexample is the brand-story version: vision, factory photos, no model number. It yields “this brand cares about quality,” useless mid-crisis. Schedule it before phase two of the 90-day roadmap.

The first 72 hours, in this order

Three days decide how the model describes you for three quarters.

WindowActionOwnerPasses when
0–6 hoursFreeze the message: pause marketing, align support, ads, off-siteBrand leadThree channels agree
6–24 hoursPublish the facts page: scope, timeline, remedy, contactContent, legalCrawlable without JavaScript
24–48 hoursRepair the entity: name, origin, founding year, aliasesTechnical, categorySite and marketplace agree
48–72 hoursRequest off-site corrections: dates, scope, official linkPREvery request has a reply and a date
Day 7, 14, 28Re-test: same prompts, market, account type, repeatedGrowthTwo rounds agree

The order is not a preference. A page published before the message is frozen creates a second version. Off-site work before the entity is fixed earns links to the wrong model. Early re-tests read the old corpus back.

Ask off-site sources for the date, scope, and official link. Do not ask for accurate coverage to be deleted; that becomes a second story. Re-test as an incrementality experiment would.

Example: thirty days on a same-name recall

Example — brand, models, and dates are invented; no real company is described.

A brand we will call B is mistaken for the subject of a 2022 recall by a similarly named US company. Day 1: a facts page with the German entry date, current models, certificate numbers, and no shared ownership, supplier, or factory. Day 3: sameAs links on the site, two directories, and a knowledge base; founding year and category wording align. Day 5: two review sites that cited the old coverage are asked to add the timeline and official link; one does on day 9. Days 14 and 28: three samples each.

The answer moves from “the brand recalled batteries” to “the 2022 recall involved a different company; this brand entered Germany in 2024 and sells these models.” The negative remains, now bounded by a company, a year, and a model range — the only target to promise.

Where this breaks

First, a real defect is not repaired by content. Safety failures, false claims, and unpaid wages belong to compliance and product; washing an unfixed problem turns one thread into “the response dodges.”

Second, do not add volume at the peak. A “brand refresh” release, purchased reviews, or takedown requests can break platform rules and hand a reporter a second angle.

Third, a facts page is not a disclaimer. “Fully remediated” without a model range or date reads as evasion.

Fourth, small categories do not need the full apparatus; a handful of mentions a year justifies a quarterly spot check.

Fifth, answers fluctuate. Region, account, and hour change the output; one screenshot proves neither a crisis’s start nor its end. Crawler and platform behavior move; check official documents as of 2026-11.

This work belongs to authority and off-site, closer to entities than to a calendar.

This month, write one facts page from the models and certificates you hold for your likeliest scenario. Publish it at a stable URL, ask five questions — safety, recalls, comparisons, after-sales, origin — and store the exact sentences as your baseline. When something happens, update that page instead of writing one from zero.