From Keywords to Prompts: A Framework for Tracking AI Visibility in Canada

The New Customer Journey: From Search Bar to AI Answer

For years, the path was simple: a customer in Toronto typed a query into Google, clicked a blue link, and landed on your website. Success was measured in rankings and traffic. Today, that journey is being rewritten. Customers now ask questions to AI engines like ChatGPT, Perplexity, and Google's own AI Overviews, receiving direct answers synthesized from multiple sources. For Canadian businesses, this isn't a distant future—it's the new reality of search. Your visibility, and ultimately your revenue, now depends on being cited within these AI-generated responses. At Kadriva, we've moved beyond traditional rank tracking to build a complete pipeline for this new landscape, because showing up in AI answers is the next frontier of organic growth.

Why 'Ranking' Is the Wrong Word for AI Visibility

The first and most common mistake is to treat AI visibility like traditional SEO. Concepts like 'ranking number one' in an AI answer don't apply. AI engines don't rank pages; they synthesize information and cite sources. Your goal is not to rank, but to become a trusted, cited authority whose content is used to construct the answer.

Here’s what to track instead:

• Citation Rate: For a given set of buyer prompts, what percentage of AI answers cite your domain?

• Mention Rate: How often is your brand name mentioned, even without a direct link?

• Share of Voice: Across a topic, how does your citation rate compare to your competitors'?

• Answer Persistence: How consistently does your citation appear when the same prompt is asked repeatedly? A one-time appearance is noise; a persistent citation is a signal of authority.

Unlike classic SEO, where rankings can be stable for months, AI answers are dynamic. They can change based on the user's location (e.g., results for a user in Vancouver versus Montréal), the exact phrasing of the prompt, and the AI model's latest updates. This is why many businesses see inconsistent results—a citation that appears one day is gone the next. The key is to track a basket of high-intent prompts over time, not just a single keyword.

A Unified Workflow: From Discovery to Citation

Monitoring AI visibility is only half the battle. Many tools show you data but leave the execution to you. A modern approach connects the entire process into a single, automated loop. This is the core philosophy behind the Kadriva platform.

Here is a practical, five-step workflow for winning AI citations:

1. Discover High-Intent Prompts: Start by identifying the specific questions your customers are asking. These are not just keywords; they are complete, conversational prompts like, "what is the best accounting software for a small business in Canada?" or "how to choose a project management tool for a remote team?"

2. Draft and Publish Authoritative Content: For each prompt, create a page that answers the question completely and authoritatively. The content must be structured, clear, and rich with entities (named tools, standards, and concepts). It should directly address the user's need, not just target a keyword.

3. Automate Technical SEO: Once the page is drafted, technical barriers must be removed. This includes automatically injecting internal links from other relevant pages on your site to build topical authority, generating correct schema markup to help search engines understand your content, and submitting the new page directly to indexing services like Google Search Console and IndexNow.

4. Track Citations Across All Engines: With the content live and indexed, the tracking process begins. This requires a system that can monitor your target prompts across Google AI Overviews, ChatGPT, Perplexity, and Gemini. It's crucial to specify the market (Canada) and check repeatedly to measure persistence.

5. Analyze and Iterate: Review the data. Which prompts are you winning? Where are competitors being cited instead of you? Use these insights to refine existing content or identify new prompts to target in the next cycle. This continuous loop of discovery, publishing, and tracking is what builds sustainable AI visibility.

How to Win on Each AI Engine: A Comparative Guide

A common mistake is treating all AI engines the same. While they share the goal of answering questions, their behaviour and citation mechanisms differ significantly. A strategy optimized for Google AI Overviews may not work for Perplexity.

Here’s a breakdown of how to tailor your approach for each major platform:

Winning requires a diversified strategy that respects the unique character of each platform, not a one-size-fits-all approach.

Diagnosing the 'Why': Common Reasons Your Brand Isn't Getting Cited

If your content isn't appearing in AI answers, simply producing more of it is rarely the solution. You need to diagnose the root cause. Here are the most common culprits we see at Kadriva when helping Canadian publishers and brands:

• Lack of Topical Authority: You have one or two articles on a subject, but your competitors have a comprehensive hub of 20 interlinked pages. AI engines, especially Google's, are looking for depth of expertise. You can't just have an answer; you must be the answer.

• Poor Internal Linking: Your new, brilliant article is an island. Without contextual internal links from your existing, authoritative pages, search engines may struggle to understand its importance and relevance. It needs to be woven into the fabric of your site.

• Indexing and Crawlability Issues: The single biggest reason a page isn't cited is that the AI engine's underlying search index hasn't seen it or can't parse it. This can be due to technical SEO issues like noindex tags, robots.txt blocks, or slow page load times. You must ensure your pages are not just published, but successfully crawled and indexed.

• Weak Off-Site Entity Signals: AI engines look for external validation. Are you mentioned on other trusted websites, forums, or social media platforms? Is your brand entity consistently represented across the web? A lack of third-party mentions (citations without links) can signal a lack of authority.

• Content Is Not a Direct Answer: Your page might be about the right topic but fails to answer the user's prompt directly. AI is looking for efficiency. If a competitor's page provides a clear, concise answer in the first few paragraphs, it's more likely to be chosen over a long, rambling article that buries the lede.

About Kadriva

Kadriva is the autopilot SEO + AI-visibility engine for modern brands. We serve solo founders, mid-market growth teams, and performance agencies across Global, North America, Europe, and the United Kingdom.

Our platform discovers high-intent keywords across every market, drafts and ships SEO-ready pages, injects internal links into your existing site, pings IndexNow + Google Search Console, and tracks citations across ChatGPT, Perplexity, Google AI Overviews and Gemini—all on one perpetual pipeline. Our specialty is turning AI visibility from a complex monitoring problem into an automated growth channel.