Solutions · By team

You optimised for rankings. Buyers moved to answers.

Prefer is the AEO layer on top of your SEO stack: it shows which of your pages AI engines actually cite, which buyer questions have no page at all, and turns every gap into a brief with the evidence attached.

Citations, not just rankingsGaps become briefsCrawler truth from your logs

The new console

The dashboard rankings never showed you.

Citations per engine, the pages earning them, coverage of the questions that matter, and whether the bots can even read you. Twelve weeks into the Ledgerly engagement, it looks like this.

app.tryprefer.com / contentLedgerly · content view · Mon 3 Aug
AI citations / week214 18Across 3 engines, 38 pages
Pages earning citations38 3Of 1,821 indexed
Coverage of tracked prompts78% 4%11 gaps open, was 16
Crawl health96% 2%Money pages fetchable by AI bots
Citations per engine, 12 weeks
0255075100ChatGPT 96AI Overviews 62Perplexity 56W1W3W5W7W9W11

Perplexity re-crawls fastest, so it moves first. When a page works there, the others follow within two cycles.

Moved this week
/vs/ramp entered the citation set3 comparison prompts, first Perplexity, then ChatGPT
Migration guide cited on switching prompts9 days after publish
GPTBot 404ing on the old pricing URLRedirect shipped by the agent
What formats get cited
Comparisons 46%Guides 32%Docs 22%

Engines quote tables and steps, not essays. The parity table is the single most-cited block on the site.

Every citation links to the answer and the exact passage it quoted

The standup

The questions your rank tracker can't answer.

Three questions that now land on SEO and content teams every week, each with the receipt Prefer puts behind it.

01

“We rank #2 for this. Why does ChatGPT never mention us?”

Your answerBecause engines read sources, not SERPs. For this prompt they cite two review sites and a Reddit thread, and we are on none of them. Rankings and citations are different games on the same board.

The receipt
g2.comCited on 4 of 6 answers, no Ledgerly entry
reddit.com241 retrievals, zero Ledgerly mentions
ramp.comTheir /vs page is the quoted table
02

“What should we publish next?”

Your answerNot more blog posts. Eleven tracked prompts have thin or zero coverage, ranked by what they cost us. The top one arrives as a brief: outline, target URL, the queries it should win.

The receipt
1611open gaps
5 gaps closed this quarter, briefs drafted for the rest
03

“Did the page we shipped actually work?”

Your answerThe comparison hub went from 71 to 94 coverage, was re-crawled in 3 days, and now earns citations on 4 of its 6 target prompts. If it had not moved, it would have reopened with new suggestions.

The receipt
WorkingParity table quoted verbatim by two engines
NextFAQ schema shipped, awaiting re-crawl

The workflow

It plugs into the stack you already run.

Prefer does not replace your SEO tools. It covers the layer they cannot see, and hands the work back in the shape your team already uses.

Who does the work

The honest split of a typical queue.

Handled by the agentSchema, robots, redirects, llms.txt, metadata and freshness. Shipped and verified without a ticket.45%
Drafted for reviewBriefs and full drafts, grounded in your sources, scored live in the editor before anything publishes.27%
Your callsEditorial judgement, outreach and the pages that carry your brand voice. Prefer briefs, you decide.28%
Where it routes

Briefs land with evidence, scored by impact.

ContentBrief: Ledgerly vs Ramp comparison hub, outline attached92
SEOFix: allow GPTBot and PerplexityBot on /product/*84
DocsUpdate: add worked examples to the spend controls page64

Briefs export to Jira, Linear, Asana and your CMS. Coverage re-scores nightly, so done means measured.

Reporting

Prove content works, without a screenshot deck.

A weekly citations digest that reads like a changelog: what got cited, what got crawled, what to ship next. Every line links to the answer behind it.

Email preview
Prefer digestMon 3 Aug, 09:00
Auto-sent

Citations · Week 12: 214 total, /vs/ramp breaks through

Citations214 this week, up 18. 38 pages now earn at least one
New/vs/ramp cited by ChatGPT and Perplexity on 3 comparison prompts
CrawlGPTBot 404 on legacy pricing URL, redirect live, re-fetch confirmed
NextFAQ schema on /pricing awaiting re-crawl, expected +2 prompts
Open in PreferEvery number links to the answer it came from
Weekly digestTo the content channel, every Monday
Crawl alertsThe moment a bot is blocked or 404s
Citation feedEvery win and loss, with the quoted passage
GSC side-by-sideRankings and citations in one view

The digest is the standup update, written for you. Paste it and get on with the work.

The 90-day arc

One quarter of shipping against the gaps.

Ledgerly's content team, two writers and one technical SEO. No new headcount, one new habit: publish against the gap list, not the content calendar.

  1. BaselineWeeks 1-296 citations a week from 16 pages. 16 open gaps, crawl health 82%
  2. PlumbingWeeks 3-6Bots unblocked, schema live, redirects fixed. Crawl health to 93%
  3. Publish against gapsWeeks 7-10Comparison hub, migration guide and 3 refreshes shipped from briefs
  4. CompoundingWeeks 11-12214 citations a week from 38 pages. 11 gaps left, all briefed
96 → 214citations per week16 → 38pages earning citations62 → 78%prompt coverage3 dayspublish to re-crawl

We were shipping four posts a month and hoping. Now we publish against a ranked gap list, and I can show the exact answer that started citing us nine days after a page went live.

Dana WhitfieldContent Lead, Ledgerly

Questions

Asked plainly.

Is AEO different from SEO?

It builds on it. SEO earns rankings from crawlers; answer engine optimization (AEO) earns citations from AI assistants. The overlap is real, clean structure and crawlability matter to both, but engines cite sources, not positions, so the work is measured differently.

We rank well. Why doesn't AI cite us?

Because AI answers are assembled from sources like review sites, communities and comparison pages, not from the SERP. You can rank #1 and be absent from every answer. Prefer shows exactly which sources each answer uses, so you know where to show up.

How do I find AI content gaps?

Prefer scores every tracked buyer prompt against your indexed pages nightly. Prompts with thin or zero coverage surface as gaps, ranked by cost, each with a drafted brief: page type, outline, target URL and the queries it should win.

Does AI-written content hurt E-E-A-T?

Thin, unsourced content does, whoever wrote it. Prefer drafts against your own documents and live sources, attaches a citation to every claim, runs an originality scan, and publishes nothing without your review.

Can I see AI crawler traffic like Googlebot in GSC?

Yes. Agent Analytics reads your server logs and shows every AI bot fetch: which pages GPTBot, ClaudeBot and PerplexityBot read, which they never reach, and the status codes they get. No JavaScript tag, because bots don't run it.

Will this replace our SEO tools?

No. Keep your rank tracker and GSC. Prefer adds the layer they cannot see, citations, answer coverage and AI crawl behaviour, and sits beside them with a GSC side-by-side view.

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in about 10 minutes.

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