Canlah AI is a Singapore GEO agency for B2B SaaS and tech companies. We measure and improve how often AI assistants name your product when buyers ask for a vendor shortlist. Starter covers ChatGPT from $1,500 a month, Growth adds Google AI Overviews from $3,000 a month, and Full adds Google AI Mode and Gemini; every tier is re-tested monthly against your own baseline.
A buyer evaluating software increasingly starts with a full question to an AI assistant instead of a keyword search, and reads one composed answer that names a few vendors. That answer is the shortlist. These are the four question shapes where it happens:
“What are the best customer-onboarding platforms for a B2B SaaS company?” The answer names a handful of vendors with one reason each. A vendor outside that list is not compared at all.
“Which project tools work with HubSpot and Jira for a 50-person team in Singapore?” The assistant filters by stack, team size and region before it names anyone, using whatever it can read about each product.
“Is this vendor SOC 2 compliant, and where is customer data hosted?” The answer is assembled from security pages, documentation and third-party profiles, or from a same-name company when the engine cannot tell two businesses apart.
“What are cheaper alternatives to the category leader for a startup?” Products with clear, readable pricing and comparison material get described. The rest are skipped, or described wrongly.
Three brands we audited in October 2026 (one client, two we audited ahead of any engagement), anonymised. Each card is a diagnosis, the starting point, not a result. One sells software to businesses; two are consumer apps. In all three, AI answered buyers' questions with other names, most often the category leader's.
Asked about the company by name, 6 of 6 answers about its reviews pulled in unrelated businesses with the same name.
Smaller rivals were cited again and again through comparison and “best app” articles they publish on their own sites.
On the licensing question, 6 of 6 answers cited similarly named websites, and ChatGPT answered with a similarly named site's terms page.
Method for all three: ChatGPT (gpt-5.5) and Gemini (2.5 Flash) through their APIs with web search on, English, United States market, every question asked 3 times. Mentions were recounted from the raw answers with strict name matching. Buyer questions that already named a brand were left out of the headline count. The Google rankings and the 130-article count are one-time checks made the same day.
We measure ourselves too. This is one buyer question, asked in Chinese in ChatGPT on the web without signing in.
How it was measured: ChatGPT on the web, not signed in, two browser profiles, Singapore connection. 15 October 2026, 04:32–13:53 Singapore time. 16 answers in the main sample: rounds with incomplete data were dropped by a fixed rule. Results differ by question, language and account type; each is reported with its own denominator.
Pages on your site that answer category, fit, integration and pricing questions in their opening lines, written so an AI engine can quote them accurately.
One consistent account of your product, plans, integrations, security posture and company facts, on your site and in structured data, so engines stop guessing or confusing you with a business that shares your name.
The technical issues that stop engines from reading your pages: crawl access, indexing and structured data.
The comparison articles, directories and review platforms the engines read for your category, and which of them mention you. Off-site execution and media spend are billed separately; scope is confirmed in writing before you pay.
Growth and Full include systematic SEO, because AI answers still draw heavily on the pages that rank.
Starter is in English. Chinese buyer questions can be added on Growth and are part of Full; where your tier includes Chinese, they are tested on that tier's platforms in the same way as English ones, and the report is delivered in both languages.
Monthly starting prices. Full is scoped with you.
Every tier starts from your baseline: a monthly report, a re-test on the same questions and the evidence archive.
After three months of the GEO service, you can run it yourself with Canlah All-Stars
Each AI platform in your tier carries 4 buyer intents, each asked in 5 to 10 real ways, agreed with you before the first reading.
Every question is asked more than once per reading. We report how often you were named and cited, per question and per engine, never a single-run rank, which varies from one run to the next.
The same product can be named often in one engine and never in another. One blended number would hide exactly what you need to fix.
Every answer is archived with its exact question, the full response, the sources it cited and a timestamp. The archive is yours, so you can re-run the set yourself.
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.
Canlah AI is a Singapore GEO agency that works with B2B SaaS and tech companies. We measure and improve how often ChatGPT, Gemini and Google's AI name your product when buyers ask for a shortlist. Three tiers, priced per AI platform from $1,500 a month each. Starter covers ChatGPT, from $1,500 a month; Growth adds Google AI Overviews, from $3,000 a month; Full covers ChatGPT, Google AI Overviews, Google AI Mode and Gemini as a customised plan: contact us. Each platform carries 4 buyer questions (4 buyer intents, each asked 5–10 real ways), re-tested monthly against your baseline.
SEO decides where your pages rank in search results. GEO decides whether an AI answer names your product, and how it describes it. The two diverge: engines assemble shortlists from comparison articles, directories, documentation and review platforms, so a page that ranks well can still go uncited. Growth and Full include systematic SEO, because AI answers still draw on what ranks.
Coverage follows your tier: Starter covers ChatGPT; Growth adds Google AI Overviews; Full covers ChatGPT, Google AI Overviews, Google AI Mode and Gemini. Starter is in English. Chinese buyer questions can be added on Growth and are part of Full; where your tier includes Chinese, they are tested on that tier's platforms in the same way as English ones, and the report is delivered in both languages.
No. AI engines are non-deterministic and change how they retrieve sources without notice, so nobody can honestly promise placement. 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.
Plan on roughly 90 days for the first credible before-and-after reading: on-site foundations are shipped inside the first 30 days and the first re-test comparison comes at day 60. AI answers move from month to month, so a trend needs repeated measurement under the same protocol.
Someone who can confirm product facts (plans, integrations, security and compliance) and approve pages before they go live, plus publishing access to your site or a developer who can ship the changes. Scope is confirmed in writing before you pay.
Canlah AI is based in Singapore, at 15 Sin Ming Walk, Singapore 575581. We work with companies in Singapore, Southeast Asia and other markets, including software brands selling to the United States.
Request a free AI visibility report, sent within 48 hours. We put a starter set of your buyers' questions to the major AI engines and send you the findings with the raw records attached, so you can check every line yourself.
Canlah AI · 15 Sin Ming Walk, Singapore 575581
Canlah AI · 2026
Marketing in the Agent Era
When AI becomes the first reader and the first buyer
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