- What does 'AI visibility' actually mean?
- When a buyer asks ChatGPT, Claude, Perplexity, or Gemini a high-intent question (“best audit firm in Cape Town”, “SA fintech compliance tool”), the engine answers with a small list of recommendations. AI visibility is how often your brand appears in that list, in what position, and with what citation context. We measure all three.
- Why isn't traditional SEO enough?
- Traditional SEO ranks you in Google’s ten blue links. AI engines don’t serve ten blue links — they synthesise an answer that names two or three brands and moves on. You can rank #1 organically and still be invisible inside ChatGPT’s answer. The Vercel/MERJ Dec 2024 study showed AI crawlers do not execute JavaScript, so a site that renders fine for Googlebot can be a blank shell to GPTBot. SEO is necessary; AI visibility is the other half.
- LLM responses are stochastic. Isn't your data noisy?
- Yes — raw single-shot answers are noisy. That is why every prompt runs N = 3 times per engine per cycle, and we report median plus variance, not a single response. Drift alerts only fire when the median moves by more than 10% month-on-month — stochastic flicker stays below the threshold. The methodology and the noise floor are both published.
- How is this different from Otterly, Profound, Trackings.ai, Peec AI?
- Three differences. (1) ZAR pricing without the international markup; Starter at R650 vs R 1.5K–6K equivalent at current FX. (2) The product is bundled with AAA’s audit engine — every Tracker tenant gets the GPTBot SSR test, Citation Density score, and the 3-Layer Layer 2 readiness grid as supporting context, not just engine-mention counts. (3) Local methodology grounding: prompts are tuned for SA buyer-intent language; competitor sets default to SA-region brands.
- When does the pilot launch? What does pilot pricing look like?
- Q3 2026 for the first ten paying clients. Pilot pricing is half-price for the first month of any tier, fixed for six months. The waitlist on this page is for those ten pilot slots.
- Can I add this to an existing AAA full-audit retainer?
- Yes. Existing AAA retainer clients get the setup fee (R3,500) waived and the first month at the Starter tier price for any tier, on request. Email matt@autoalphaadvisory.co.za to add Tracker to your existing engagement.
- What engines are supported, and what about local AI products?
- Launch coverage: ChatGPT (GPT-4 class), Claude (Sonnet+), Perplexity (Sonar online), Gemini (1.5 Pro). We re-evaluate quarterly and add engines that hit measurable buyer-side share — Mistral Le Chat, DeepSeek, Grok, and others are on the watch list. Local AI products (e.g. South African finance bots) are added on request for Scale tier tenants.