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How Generative AI Is Transforming Search Part 2: Integrating Traditional and AI-Driven KPIs for Comprehensive Impact

September 2, 2025

The New Metrics That Shape Digital Trust

Think of digital visibility as the modern equivalent of “being part of the conversation at the biggest community table”—the more often your voice is heard, cited, and trusted, the stronger your influence becomes. In this new AI-driven world, metrics like Share of Voice (SOV) are like having a seat at every table where decisions are made, ensuring your insights are considered when Canadians ask questions about food and farming. Just as Authority Score acts as a reputation barometer—much like how a respected expert’s advice carries extra weight in a group—these scores now reflect not just traditional SEO, but also how AI engines select and recommend your content.

Share-of-Voice

Blending Traditional and AI-Driven KPIs

While the digital landscape is evolving rapidly, traditional marketing KPIs are still foundational for measuring impact and audience connection. Metrics like website traffic, engagement rates (time on page, bounce rate), conversion rates, organic search performance, social engagement, and email performance keep us accountable to core performance goals.

However, with generative AI becoming the main gateway for information, it’s crucial to integrate new AI-focused KPIs:

  • AI Visibility Share (AI Share of Voice): Represents the proportion of times your content is cited or surfaced in generative AI answers versus competitors—think of this as the “percentage of conversation” your brand occupies when Canadians seek facts about in our case food or farming.
  • Authority Score: A composite measure of trust and credibility, shaped by backlinks, organic traffic, and now frequency of AI citations. A high score means our site is seen as a reliable source by both users and AI, helping you stay at the top of search recommendations.
  • Favourable Sentiment Rate: Tracks the tone of AI-generated responses, online mentions, and discussions about your brand—a higher positive sentiment means stronger public trust and impact.

Integrating these metrics gives a full-spectrum view of effectiveness—making sure our information is discoverable, credible, and valued by both Canadians and the AI platforms powering today’s search.

Why AI SOV and Authority Scores Matter

Imagine trying to lead a public conversation but only having a whisper when others are speaking loudly. A low AI SOV means missed opportunities for influence. A high SOV signals your expertise is “front and center” when AI answers questions, while a strong Authority Score means our website is recommended, trusted, and frequently cited—just like being the go-to voice in a crowded room.

Canadian Food Focus’ Strategic Advantage

I am happy to report that Canadian Food Focus (CFF) stands out in today’s AI-driven search landscape. Recent SEMrush analytics reveal that CFF boasts an authority score placing it among the top five consumer-focused food and agriculture websites, ranks second only to canada.ca for AI citations in Canadian food and farming, and consistently achieves leading positive sentiment ratings—reflecting our role as a collective voice for the entire agriculture sector. These results are a direct outcome of our focus on collaboration, real-world relevance, and continually improving our digital resources for both audiences and AI platforms.

Conclusion

Building public trust and educating Canadians in the AI era means rethinking measurement and strategy. Those who embrace integrated KPIs for both traditional and AI-driven search will shape conversations, capture attention, and lead in fostering a more informed Canada.

CFF’s strategy—anchored in third-party validation, consumer-focused content, and practical food literacy—has been pivotal in securing both share of voice and sentiment scores. By continually partnering with trusted organizations and optimizing our resources for new search realities, we ensure Canadians find authoritative, understandable, and timely information—wherever and however they search.

dorothy long

Dorothy Long

Home Economist and Managing Director, Canadian Food Focus

Dorothy Long is a passionate advocate for Canadian food and farming with over 25 years of experience connecting consumers to agriculture. A Saskatchewan farm girl turned home economist, Dorothy has developed national agrifood marketing campaigns, organized farm tours for food influencers, served as the Executive Director of Cuisine Canada and co-authored the Discover the Pulse Potential cookbook. As Managing Director of Canadian Food Focus, she leads efforts to improve food literacy and public trust in Canadian agriculture and food. In 2023, Dorothy was inducted into the Saskatchewan Agriculture Hall of Fame for her contributions to the industry.

Category: articlesTag: social, website
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