Done. April 2026 report saved and sent to aaron@sharpbook.io. Highlights:
- AI citation rate +14% month over month
- Two tracked keywords moved into the top 10
- INP regressed on mobile — 312 ms (was 198 ms)
Want me to make this recurring on the 1st of every month?
Done. April 2026 report saved and sent to aaron@sharpbook.io. Highlights:
- AI citation rate +14% month over month
- Two tracked keywords moved into the top 10
- INP regressed on mobile — 312 ms (was 198 ms)
Want me to make this recurring on the 1st of every month?
Replies are generated by Claude using your audit + billing data.
Submit prompts. See who AI engines cite. Pay only for what you check.
AuditAE runs every (prompt × engine) pair through ChatGPT, Perplexity, Gemini, and Google AI Overviews in parallel — and tells you whether your brand was named, who got the link credit instead, and how the answer framed you.
No subscription. $0.05 per check. $5 free on signup.
From prompts to a report in three steps.
Add a site, drop in prompts
Pick the brand and domain you want measured. Paste 5–10 questions your buyers actually ask — full sentences, not keywords. Save the competitors you want tracked alongside you so we measure share of voice on every run.
Run across four engines
Every (prompt × engine) pair runs in parallel. Five prompts × four engines = 20 checks, ~3 minutes, $1.00. No queues, no batching, no waiting on a weekly refresh.
Read the gap
Per-prompt grid (cited / position / sentiment), share-of-voice panel, sources panel, and a competitor split that shows where the link credit actually went when it didn't go to you.
Four engines. All checked. No starter pack.
Each engine sees a different web. We hit all four — none are upsells, none are gated behind a higher tier.
ChatGPT
Powered by OpenAI Responses API + web_search
Prose-heavy answers. Sometimes lists 3–5 sources, sometimes none. The hardest engine to move because brand recall from training data weighs heavily — unlinked mentions in places ChatGPT's training set ingested matter as much as backlinks.
Perplexity
Powered by Sonar API
Most source-rich of the four. Usually 5–10 cited URLs per answer. Fastest engine to move with a content rewrite — fresh, on-topic pages get picked up within days. If you're going to see early wins, they show up here first.
Google Gemini
Powered by @google/genai with googleSearch grounding
Tracks Google Search rankings closely. Often quotes Wikipedia and Reddit. If you rank well in Google for the underlying query, you're already mostly there — strong traditional SEO is the highest-leverage AEO investment for Gemini specifically.
Google AI Overviews
Powered by live SerpAPI (Google has no official AIO API)
The SERP-embedded answer above the blue links. Sensitive to E-E-A-T signals — author bylines, structured data, site authority, freshness. The most schema-responsive of the four engines.
What every $0.05 check tells you.
One cell = one prompt running on one engine. Every cell stores all of this so you can roll the data up however you want — citation rate, share of voice, sentiment trend, competitor split.
citedDid the engine actually link to your domain? Boolean.
positionWhere your link sat in the engine's source list. Lower is better.
sourcesEvery URL the engine cited for that answer.
competitorsBrands named in the answer prose, extracted by Claude Haiku.
sentimentHow the engine framed you — positive, neutral, or negative.
excerptThe relevant chunk of the engine's response, markdown-stripped.
cost_usdExact provider cost for the cell. Audit cost = sum of cells.
Brand-mention detection is deterministic regex (case-insensitive, word-boundary-aware, handles prefix variants). Competitor extraction and sentiment use Claude Haiku. Source-domain matching is hostname-based.
What that looks like rolled up
Citation rate by engine
Share of voice
How often each domain was cited across all queried engines.
- notion.so · Notion0 cites0%
- obsidian.md 1 cites9%
- evernote.com 3 cites27%
- atlassian.com 1 cites9%
- slite.com 6 cites55%
Most-cited sources
Domains the engines referenced when answering your prompts.
Per-prompt breakdown
| Prompt | Engine | Cited | Pos | Sources | Sentiment |
|---|---|---|---|---|---|
best note-taking app for teams in 2026 | ChatGPT | Yes | 2232 | https://www.atlassian.com/software/confluence?utm_source=openaihttps://support.microsoft.com/en-us/office/add-a-onenote-notebook-in-microsoft-teams-0ec78cc3-ba3b-4279-a88e-aa40af9865c2?utm_source=openaihttps://help.coda.io/hc/en-us/articles/39555725230989-Billing-and-pricing-basics?utm_source=openaihttps://workspace.google.com/intl/en/pricing/?utm_source=openai | neutral |
best note-taking app for teams in 2026 | Perplexity | Yes | 2 | https://zapier.com/blog/best-note-taking-apps/https://www.read.ai/articles/best-ai-note-taking-app-for-microsoft-teamshttps://www.obsibrain.com/blog/note-taker-app-the-7-best-ways-to-capture-ideas-in-2026https://zackproser.com/blog/best-meeting-notes-app-2026+4 | positive |
best note-taking app for teams in 2026 | Gemini | Yes | 908 | https://pcmag.comhttps://obsibrain.comhttps://zapier.comhttps://guideflow.com+6 | positive |
best note-taking app for teams in 2026 | Google AI Overviews | Yes | 18 | https://zapier.com/blog/best-note-taking-apps/https://www.pcmag.com/picks/the-best-note-taking-appshttps://www.obsibrain.com/blog/note-taker-app-the-7-best-ways-to-capture-ideas-in-2026https://zackproser.com/blog/best-meeting-notes-app-2026+5 | positive |
Notion vs Obsidian for personal knowledge management | ChatGPT | Yes | 38 | positive | |
Notion vs Obsidian for personal knowledge management | Perplexity | Yes | 98 | https://learn.g2.com/obsidian-vs-notionhttps://productive.io/blog/notion-vs-obsidian/https://www.eesel.ai/blog/notion-vs-obsidianhttps://www.youtube.com/watch?v=mpn5fze4RKo+3 | neutral |
Notion vs Obsidian for personal knowledge management | Gemini | Yes | 17 | https://g2.comhttps://xp-pen.comhttps://youtube.comhttps://obsidian.md+9 | neutral |
Notion vs Obsidian for personal knowledge management | Google AI Overviews | Yes | 0 | https://www.reddit.com/r/productivity/comments/1fpgz7k/notion_or_obsidian_for_personal_knowledge_database/https://www.youtube.com/watch?t=421&v=Dw_XUTXgW94https://medium.com/@michaelswengel/would-i-switch-from-notion-to-obsidian-again-knowing-what-i-know-now-63e63b7c6527https://slite.com/learn/obsidian-vs-notion+9 | positive |
how to build a company wiki without Confluence | ChatGPT | Yes | 262 | positive | |
how to build a company wiki without Confluence | Perplexity | Yes | 807 | https://slite.com/learn/how-to-build-a-company-wikihttps://www.docsie.io/blog/articles/establishing-an-effective-internal-wiki-for-your-organization/https://www.nitishmathew.com/post/how-to-build-internal-wikishttps://xwiki.com/en/Blog/open-source-alternatives-to-Confluence/+2 | neutral |
how to build a company wiki without Confluence | Gemini | Yes | 5366 | https://thedigitalprojectmanager.comhttps://teamwork.comhttps://siit.iohttps://glitter.io+13 | positive |
how to build a company wiki without Confluence | Google AI Overviews | Yes | 111 | https://www.youtube.com/watch?v=vPVqZ8dIo9Uhttps://www.reddit.com/r/dotnet/comments/1gwdx7a/how_do_you_document_stuff_without_confluence/https://sites.google.com/view/minimalist-wiki-kwd/wikihttps://massivegrid.com/blog/xwiki-vs-confluence-enterprise-comparison/+8 | positive |
AI features in modern productivity tools | ChatGPT | No | — | neutral | |
AI features in modern productivity tools | Perplexity | Yes | 550 | https://www.coursera.org/articles/ai-tools-for-workhttps://monday.com/blog/project-management/ai-productivity-tools/https://vibe.us/blog/ai-productivity-tools/https://www.nngroup.com/articles/ai-tools-productivity-gains/+5 | positive |
AI features in modern productivity tools | Gemini | No | — | https://calpcc.comhttps://microsoft.comhttps://gloat.comhttps://medium.com+5 | neutral |
AI features in modern productivity tools | Google AI Overviews | Yes | 840 | https://zapier.com/blog/best-ai-productivity-tools/https://monday.com/blog/project-management/ai-productivity-tools/https://numerous.ai/blog/ai-productivity-toolshttps://blog.webex.com/innovation-ai/top-ai-productivity-tools/+10 | positive |
what's the best tool for documenting engineering processes | ChatGPT | Yes | 147 | positive | |
what's the best tool for documenting engineering processes | Perplexity | No | — | https://www.colabsoftware.com/research/what-tools-do-engineering-teams-use-to-document-design-feedbackhttps://resources.pcb.cadence.com/blog/best-engineering-document-management-software-top-features-cadencehttps://blog.hagerman.com/what-are-the-best-document-management-systems-for-engineershttps://www.g2.com/categories/engineering-document-management+3 | neutral |
what's the best tool for documenting engineering processes | Gemini | Yes | 973 | https://technicalwriterhq.comhttps://thedigitalprojectmanager.comhttps://axerosolutions.comhttps://tango.ai+5 | neutral |
what's the best tool for documenting engineering processes | Google AI Overviews | Yes | 155 | https://www.reddit.com/r/Engineers/comments/1gqonw5/what_is_the_best_software_for_organizing_and/https://usefluency.com/blog/top-ai-process-documentation-toolshttps://www.youtube.com/watch?t=363&v=DiAgPiW0hhYhttps://blog.hagerman.com/what-are-the-best-document-management-systems-for-engineers+10 | positive |
Use the dashboard. Or skip it.
Same primitives, same billing pipeline, three front doors. Pick the one that fits your stack — or use all three.
Dashboard
Sites, audits, trackers, AEBOT chat, exports. Built for marketers and agencies who don't want to write code. Every primitive surfaces here.
Try the dashboardAPI
REST endpoints for run_audit, check_citation, extract_competitors, run_technical_audit. Same billing pipeline as the dashboard. API keys in Settings.
Get an API keyMCP server
Wire AuditAE into Claude Desktop, Cursor, or any MCP client. Same primitives, exposed as native MCP tools. Email support for the config.
Email for setup$0.05 per check. Top-ups never expire.
No subscription. No seats. No per-domain tax. Top up when you need credit, run audits when you need answers. Your $5 starter credit lands the second you sign up — that’s about 100 free checks before you ever pay a cent.
See full pricingRun your first audit.
One prompt. Four engines. About 30 seconds. No card required.