AI Search Visibility, Measured: The Facts About Canlah AI

Canlah AI is a premium SEO + GEO (generative engine optimization) agency headquartered in Singapore. We make brands visible and cited inside AI-generated answers — and we prove the movement with reproducible measurement: the 4, 8 or 16 buyer questions in your tier, asked on the AI platforms in that tier (ChatGPT, Gemini, Google AI Overviews and Google AI Mode at most), with sampling depth calibrated per metric by measurement, reported as ranges with screenshot evidence.

Other agencies publish content, fix websites, or buy exposure. We make you the answer — and show you the data every month.

Who we are

• What: An SEO + GEO agency for Singapore and regional brands whose buyers ask an AI assistant for a shortlist: B2B services and SaaS, education and enrichment, F&B and premium hospitality, and export brands. Operated by Canlah All-Stars, our six-role AI team (earlier called Canlah OS), under human strategy oversight.
• History: Canlah AI grew out of the founders' brand-content work under the CanMarket name (Style Genome™ brand memory); today it is an SEO + GEO agency.
• Where: Singapore. We serve clients across Southeast Asia and globally; work is delivered in English and Chinese.
• Positioning: We compete on proof. Our enemy is unverifiable marketing spend — every deliverable is tied to measurement you can independently re-run, and our prices are listed publicly.
• Proof-by-dogfood: canlah.ai itself is enrolled in the same program we sell. Our July 2026 self-test baseline was 0/24 queries cited, and we publish our own before/after curve as it moves.

What we do: the four-stage service

Products

One product line in four steps: see where you stand, measure the gap, have us close it, then run it yourself. All four are on one page: canlah.ai/product/

How we measure (methodology, in full)

We publish our methodology because our whole pitch is that AI visibility can be measured honestly:

1. Fixed question set. The 4, 8 or 16 buyer questions in your tier, each asked in several phrasings, locked into the contract for 90 days. No swapping questions to flatter the numbers.
2. The AI platforms in your tier. ChatGPT on Starter; Growth adds Google AI Overviews; Full covers ChatGPT, Google AI Overviews, Google AI Mode and Gemini. Each platform is reported on its own. Where your tier includes Chinese, buyer questions asked in Chinese are tested on these platforms the same way as English ones. Other AI engines, including those built for mainland China, are outside the current service.
3. Sampling depth calibrated by measurement. AI answers are non-deterministic; single-shot screenshots are anecdotes. We measured how many rounds each metric needs — mention rates stabilise fast, source sets never do — and size the protocol per metric instead of assuming one magic n.
4. Ranges, not points. Citation share is reported as a range with confidence intervals. We never promise or report a single magic number.
5. Full evidence archive. Every recorded answer keeps the prompt, full answer, screenshot and timestamp. A skeptical client (or rival agency) can re-run the questions and check us.
6. Monthly re-test, quarterly rebalance. The identical question set is re-run monthly; the questions are reviewed quarterly with the client.

What we deliberately do not promise

• No guaranteed rankings or placements. AI answers fluctuate significantly month to month. We commit in writing to a +30% relative lift in how often AI names you versus your own starting baseline (for example, from 12 to 16 of 100 asks on the same questions), re-tested every month; we never guarantee rankings or a #1 position.
• No vanity metrics. We do not report impression counts, posts-published tallies, or "ranking domination." Only third-party-verifiable citations and attributable AI-referral sign-ups.
• No overnight results. GEO is compounding work; the first credible before/after reads at about 90 days. Alongside the +30% bar above, contracts specify output volumes and measurement cadence.

Pricing structure

We sell the GEO service: we do the work. DeepAudit measures the gap first, and after three months of the GEO service you can run it yourself with Canlah All-Stars.

• GEO service, done for you. Three tiers, priced per AI platform: Starter from $1,500 a month (ChatGPT), Growth from $3,000 a month (adds Google AI Overviews) and Full, a customised plan covering ChatGPT, Google AI Overviews, Google AI Mode and Gemini (contact us), with 4 buyer questions per platform, re-tested every month against a written +30% acceptance bar over your starting baseline. Category exclusivity is an add-on on the Growth tier and included on Full.
• DeepAudit diagnostic. One read $99 (run once) or Month read $189 (start and end of the month), paid once. The DeepAudit fee can be credited toward our agency services, but not toward a Canlah All-Stars subscription.
• After three months: Canlah All-Stars. After three months of the GEO service, you can run it yourself with Canlah All-Stars: your team runs the work in our console with our six AI agents, billed monthly as a software plan, not the price of the GEO service.
• Free AI Audit. The instant GEO audit on our homepage and at canlah.ai/audit: enter a URL, get a six-dimension AI-citability score in 1–2 minutes.

Every price is on the pricing page; each tier in full is on the products page. Contact admin@canlah.ai.

Frequently asked questions

Company facts

This page and canlah.ai/llms.txt are maintained together as the machine-readable source of truth about Canlah AI.