AnswerShare ObservatoryAnswerShare Observatory
AI Citation Observability

Know when AI cites you. Fix it when it doesn't.

Track your brand's citation share-of-voice across AI answers. See which competitors win specific prompts. Turn gaps into deployable on-page changes — across every CMS you manage.

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AnswerShare Observatory dashboard showing AI citation tracking

AI answers are replacing search results. Are you getting cited?

When ChatGPT, Gemini, or Perplexity answer a question about your market, they cite specific sources. If your competitors are cited and you're not, you're losing demand you can't even measure — until now.

From prompt testing to impact — in one loop

AnswerShare Observatory closes the loop from observing AI answers to deploying fixes to measuring lift.

1

Run prompt packs

Schedule persona-, location-, and category-based question suites. We capture every AI answer, citation, and competitor source.

2

Compare citation share

See exactly which prompts cite your brand, which cite competitors, and where you're invisible. Evidence for every data point.

3

Deploy fixes

Get a prioritized fix list — schema, FAQs, entity phrasing, internal links — with copy/paste snippets ready for your CMS.

Citation analysis and competitor comparison view

Evidence-backed, not guesswork

Every metric links to the underlying prompt run and captured answer. Recommendations show the triggering prompts and competitor examples that informed them. No black-box scores — you see the source trail before acting.

  • Prompt-level citation evidence
  • Before/after comparison on re-runs
  • Competitor source analysis
  • Exportable reports for stakeholders

Built for operators who manage many sites

Whether you run one brand or an agency portfolio, the workflow stays the same: schedule, observe, fix, measure.

Multi-site operations

Manage 40+ client sites from one dashboard. Assign prompt packs, track per-site progress, and generate client-ready reports.

CMS deployment

Push fix snippets — FAQ blocks, schema markup, entity copy — directly to WordPress, Webflow, and Shopify, or export for any CMS.

Prompt pack library

Pre-built and custom prompt suites grouped by persona, city, and category. Schedule weekly runs and get change alerts.

Repeatable cycles

Built around weekly test → fix → re-measure cadence. Track lift over time and know exactly which changes moved the needle.

Team + client seats

Invite team members and share read-only report links with clients. Role-based access keeps operations clean.

Impact reporting

Show stakeholders which prompts flipped, citation share-of-voice changes, and the ROI of each on-page fix deployed.

Stop guessing. Start measuring AI visibility.

Your competitors are already showing up in AI answers. Run your first prompt pack and see exactly where you stand — with evidence for every citation.

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Fix list and deployment workflow