Your buyers ask AI first.
Are you in the answer?
We ask ChatGPT, Claude, Gemini and Perplexity the questions your buyers actually type. You get one number, the four engine breakdowns, the citations each one pulled, and a change log telling you which of your interventions moved the needle.
Monitoring starts at $99/mo. Free audit, no signup to see the score. Rate-limited per IP to keep our LLM bill sane.
Try it on your brand. 60 seconds.
We’ll query ChatGPT, Claude, Gemini and Perplexity right now and show you the score plus the four engine breakdowns. No signup, no credit card. Top three gaps are gated behind an email so we can follow up.
Rate-limited per IP. Per-tenant LLM budget cap keeps our bill sane.
Free. No signup to see the score. Rate-limited: 1 audit per minute per IP.
Why trust this score?
We don’t ask you to take a number on faith. Most visibility tools hand you a figure and hide the math. We do the opposite — the score is reproducible, the method is published, and you can verify the whole thing on your own brand before you pay anything.
We show our math.
The 0–100 score is a published formula, not a vibe: weighted engine mentions and citations across ChatGPT, Claude, Gemini and Perplexity, plus your Wikipedia and Wikidata footprint where one exists. Read the full methodology.
We cap competitor scores on purpose.
When you compare against rivals, their bars max out at 70 while yours runs to 100. We probe them with one engine plus Wikipedia; we probe you with all four and the full source audit. The asymmetry is deliberate — it keeps comparisons honest instead of flattering you with numbers we can’t stand behind.
The full diagnosis is free. No signup.
Score, all four engine breakdowns, your Wikipedia footprint and a head-to-head against two competitors — all shown before you create an account. Only the prescriptive part, the top three gaps to fix, asks for an email so we can follow up.
Built by people with a real track record.
geo.wikiseo.ai is made by Wikibusines, the agency behind 300+ Wikipedia placements across 50+ language editions since 2015 — the editorial layer the LLMs read from. We built this tool for our own clients first, then opened it.
Four engines. A change log. $99/mo.
The tools that exist are either enterprise-only (custom quotes starting at $2K+) or built around a single engine. We cover all four that actually matter — ChatGPT, Claude, Gemini, Perplexity — and ship the change log that connects your actions to measurable shifts. No other self-serve product does that today.
What you get on the subscription side.
Every Monday, four LLMs answer the same set of brand-intent questions about you. The dashboard shows what each engine said, which sources it cited, how the sentiment moved week over week, and a change log of your interventions next to the metric they shifted.
No agent workflows, no auto-publishing, no AI writing guesses for you. The product is read-only by design — if you want editorial work done, we point you to people who do it for a living.
- Four engines, weekly: ChatGPT, Claude, Gemini, Perplexity. Google AI Overview on Pro.
- Citation tracking: the exact domain each engine cited for you and the competitors who took your slot.
- Sentiment as signal, not adjective: Wilson confidence intervals on thin data so you know when a swing is noise.
- Reddit + UGC depth: threads where your brand is being discussed, and where competitors are filling the void.
- Source-of-truth checks: if you have a Wikipedia page, we read it across languages. If you have a Wikidata QID, we audit the properties.
- Change log attribution: log an action, get a delta read at +7, +14, +28 days.
By 2028 an estimated $750B of US sales will route through AI. ChatGPT already cites 7.8% of its answers from Wikipedia, 24%from Reddit, and the rest is up for grabs. You don’t know if you’re in those answers until you ask.
Built by people who’ve been reading the AI layer since 2015.
We’re the team at Wikibusines— an agency that’s spent 15 years working on the editorial sources LLMs depend on: Wikipedia, Wikidata, Reddit, press placements, podcasts. After ChatGPT and Perplexity reshaped buyer research in 2024–2025, our clients started asking the same question: are the LLMs actually picking us up?
geo.wikiseo.ai is the monitoring tool we built to answer that. Anyone can subscribe. If the audit reveals real editorial work to do — a press push, a Wikipedia article, a Reddit AMA — that lives on the Wikibusines side, separate engagement, separate rate card.
From $99/mo. Cancel anytime.
All tiers include the four engines and the change log. Higher tiers track more prompts, run more frequently, and unlock Google AI Overview.
Solo founders and early-stage startups
- Track 10 buyer-intent prompts
- All 4 AI engines (ChatGPT, Claude, Gemini, Perplexity)
- Weekly refresh — every Monday
- Weekly email digest with what changed
Growing startups tracking competitors
- Track 25 buyer-intent prompts
- All 4 AI engines
- Daily snapshot across all 4 engines
- Drift alerts when your score or mentions move
Marketing teams and funded companies
- Track 50 buyer-intent prompts
- All 4 AI engines + Google AI Overview
- Twice-weekly deep scan (citations + sentiment + drift)
- 1 strategy call per month with a human analyst
Enterprise brands and public companies
- Unlimited buyer-intent prompts
- All 4 AI engines + Google AI Overview
- Daily deep scan (citations + sentiment + drift, every day)
- A dedicated analyst who knows your account — unlimited calls
- Quarterly editorial briefing: written read-out of where to invest next
Common questions.
- What is AEO / AI visibility?
- AEO (Answer Engine Optimization) — also called GEO or LLMO — is the practice of getting AI assistants to mention you, accurately, when buyers ask about your category. It's the layer above Google: instead of ranking on a results page, you're either in the answer ChatGPT gives or you're invisible. We measure exactly that.
- How is the score calculated?
- It's a published formula, not a black box. We run your buyer-intent prompts through ChatGPT, Claude, Gemini and Perplexity, then weight how often each engine mentions you and cites your domain, plus your Wikipedia and Wikidata footprint where one exists. The full breakdown is on the How it works page — your number is reproducible.
- What does the free audit cost me?
- Nothing. No signup, no credit card. You see the score, all four engine breakdowns, your Wikipedia footprint and a head-to-head against two competitors before creating an account. Only the prescriptive top-three-gaps step asks for an email so we can follow up.
- Do you edit my Wikipedia or post for me?
- No — this product is analytics, read-only by design. It never touches your website or any platform. If the audit surfaces editorial work worth doing — a Wikipedia article, a press push, a Reddit AMA — that's handled opt-in by Wikibusines, the sister agency, as a separate engagement.
- How often does it update?
- Per tier. Starter refreshes weekly, Growth runs a daily snapshot across all four engines, Pro adds a twice-weekly deep scan, and Authority runs the deep scan daily. The change log timestamps every shift so you can tie a move to something you did.