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@claudeai@AnthropicAI
https://t.co/OKrEDEX66B
@IvanPalii@IvanPalii I'd add one reporting test: can a client open the evidence behind a change, not just read the summary? https://t.co/oABvUB1crk keeps each answer's question, engine, date and cited URLs, so the report can show what was observed and what still needs checking.
@james_dooley@james_dooley I'd keep those layers separate in reporting. A cited page is visible evidence; the hidden retrieval query shouldn't be guessed from it. https://t.co/oABvUB1crk keeps the question, engine, date and cited URLs with the answer so teams can inspect what was observed.
@shakhzod1001 I'm pretty sure they have doubled the token cost since last few days. I never used to hit my 5 hr limits with Opus 5.5 med but now I have to wait for resets
@semrush@semrush I'd split the work into claims you can fix on-site and claims that need outside evidence. Then check which sources actually appear for buyer questions. https://t.co/oABvUB1crk keeps answers and cited URLs together so that priority list can start from evidence.
@notionxGEOAIO@notionxGEOAIO I'd attach a buyer question to each audit finding, then repeat it after the change. That makes the loop testable rather than a checklist. https://t.co/oABvUB1crk keeps answers and cited URLs so a team can inspect what changed before choosing another fix.
@victoria_olsina@victoria_olsina I'd give reviewers source evidence beside each draft, plus a way to flag claims outside their expertise. https://t.co/oABvUB1crk drafts briefs and edits from saved evidence, but review still needs someone able to challenge it. Approval is not expertise.
@eliana_jordan@eliana_jordan For the website, I'd start with questions people ask before choosing an app, then check the answers before drafting. https://t.co/oABvUB1crk saves AI answers and cited URLs, so you can see which use cases need a better page instead of producing more articles.
@SushrutKM@SushrutKM The PR review is a useful boundary. I'd feed buyer-question evidence into that queue too, so drafts respond to gaps in AI answers as well as releases. https://t.co/oABvUB1crk prepares briefs from saved answers and citations, with review before anything publishes.
@LLMPulse@LLMPulse Keep answers that name nobody too. That helps separate a category where AI rarely recommends brands from a gap specific to yours. https://t.co/oABvUB1crk retains the recorded answers and cited URLs, so the baseline includes misses rather than only successful mentions.
@QuestionMktg@QuestionMktg A citation can support a competitor's recommendation. I'd record which brand the answer picks and what role your cited page plays. https://t.co/oABvUB1crk keeps brand mentions and source URLs with the answer, so a citation isn't automatically counted as preference.
@seo_bint_ejamil@seo_bint_ejamil I'd separate a lost citation from a changed answer or a missing run. The next step differs for each. https://t.co/oABvUB1crk keeps dated answers and cited URLs, so a team can inspect what disappeared before deciding whether a page needs updating.
@The_Last_Hurdle@The_Last_Hurdle For AI visibility, I'd report citations, visits and enquiries separately. Being cited isn't a sale; no tracked visit isn't proof of no influence. https://t.co/oABvUB1crk pairs answer evidence with GA4 AI referrals and key events without merging those signals.
@SERanking@SERanking I'd split those citations by buyer question before choosing a channel. A forum may matter for alternatives and not for setup instructions. https://t.co/oABvUB1crk keeps the exact cited URLs with each answer, so the source mix can guide work at the question level.
@nicolas_magor@nicolas_magor I'd attach the exact answer to the facts check, not only a pass/fail label. Then the team can see which claim needs correction. https://t.co/oABvUB1crk keeps the engine, question, date and cited URLs with that answer, so each check has something concrete to review.
@Cookiesarefunnn@Cookiesarefunnn I'd attach a before/after answer check to each PR, using the same buyer questions. A merged change and a changed citation are different results. https://t.co/oABvUB1crk keeps recorded answers and cited URLs so the review has evidence beyond the diff.
@HJindi@HJindi I'd log the file's publish date without calling it a win. Keep the question set fixed and compare recorded answers and sources across runs. https://t.co/oABvUB1crk keeps those answers and cited URLs, so a visible change can be inspected without assuming what caused it.