Drawing on more than 15 years in search and three recent client cases, the Serbian SEO strategist argues that businesses must make their internal expertise accessible to customers, search engines and AI systems.
AUSTIN, TX, UNITED STATES – Artificial intelligence is not eliminating the need for SEO, but it is changing where the work begins, according to Serbian SEO strategist and Occam Digital founder Darko Brzica.
The information that could make a company more visible in AI search may already exist, but remain trapped in sales conversations, technical teams, customer-support exchanges and consultations with internal specialists.
Brzica argues that many businesses possess valuable knowledge that is not properly represented on their websites. His new analysis, based on three contrasting Occam Digital client engagements, examines how uncovering and structuring that expertise contributed to increased visibility in Google AI Overviews, better-qualified customer inquiries and, in one case, 65% more total conversions.
“Before AI can retrieve a company’s expertise, the SEO team has to retrieve it from the company,” Brzica said. “The business knows the answer but may not realize that the question needs answering. The customer has the problem but may not know how to articulate it. The SEO professional must understand both sides well enough to connect them.”
The analysis develops an idea Brzica explored at brightonSEO in April 2026 during his presentation, “What Actually Moves Rankings: Links, Mentions & AI Signals”. His session examined how traditional ranking factors overlap with the mentions, entity associations and offsite signals influencing how brands appear in AI-generated search results.
His latest work considers an earlier stage in that process: how valuable company knowledge becomes discoverable in the first place.
From page optimization to business understanding
According to Brzica, the foundations of SEO have not disappeared. Websites must still be technically accessible, indexable and supported by coherent information architecture, internal linking and authority signals.
What has changed is the level of business and customer understanding expected from the SEO professional.
“At its most mechanical, SEO could focus on whether a page existed, whether it targeted the right query and whether it had enough authority to rank,” Brzica said. “Those questions still matter, but they are no longer enough. SEO professionals increasingly need to understand what changes a customer’s decision, what the business knows that competitors cannot easily reproduce and how that knowledge should be presented.”
At Occam Digital, the process often begins with existing content rather than the immediate production of more pages. The team examines what the website fails to explain, which questions sales and support teams answer repeatedly, what distinctions internal specialists use and what information customers need before choosing a product, service or provider.
“The answer is rarely to publish more for the sake of publishing more,” Brzica said. “We first look at what the business already knows, what the customer still does not understand and what the existing website fails to connect. Only then do we decide whether something needs to be rewritten, restructured or created.”
That knowledge can then be verified and organized through clearer page structures, comparisons, product relationships, tables, definitions, original observations and direct contributions from subject-matter experts.
The approach reflects the principle behind the Occam Digital name: remove what does not help the customer, clarify what does and judge SEO by business outcomes rather than content volume or visibility alone.
“Unique wording is not original content,” Brzica said. “Original content contains knowledge, evidence or judgment that could not have been added accurately without access to the business.”
Three industries reveal the same underlying problem
The analysis draws on recent work in industrial electrical equipment, consumer legal services and premium architectural products. Although the businesses operate in different markets, each possessed valuable expertise that was not fully represented on its website.
In each case, the customer’s question was incomplete, the company possessed knowledge that could improve the decision and the website did not fully connect the two.
Industrial electrical equipment
In the industrial electrical equipment case, Google AI Overview query inclusion increased by approximately 700-850% from the beginning of Occam Digital’s engagement in early 2026 through mid-September 2026.
During the relevant commercial comparison period, the business also recorded 65% more total conversions.
The work did not begin with an attempt to create content solely for AI systems. It focused on improving the information available to buyers evaluating technically complex products and solutions, while maintaining the technical SEO, website architecture and commercial pathways required to turn visibility into qualified business activity.
Consumer legal services
In consumer legal services, estimated AI Overview query inclusion increased by approximately 170-200% when mid-September 2026 was compared with the equivalent period in 2025.
The effect extended beyond search visibility. The firm’s intake team reported that prospective clients were calling with more precise knowledge, better-formulated questions and clearer expectations. It also received fewer inquiries concerning matters outside the firm’s scope.
For this business, improvement did not simply mean generating a larger number of leads. It meant helping potential clients understand the service before making contact and reducing conversations that could not produce a viable engagement.
Premium architectural products
For a premium architectural-products business, estimated AI Overview query inclusion increased by approximately 300-400% over the equivalent year-over-year period.
The work focused on clarifying the relationships among product categories, applications, collections, finishes, specifications and different buyer requirements.
Instead of treating product taxonomy as an administrative website structure, the project used it to represent how architects, designers, specifiers and buyers evaluate complex product options.
This gave customers clearer pathways through the product range while also making the relationships among products, applications and specifications easier for search engines and AI systems to interpret.
Visibility must be connected with business outcomes
The AI Overview visibility estimates were derived from Ahrefs keyword data through mid-September 2026. Conversion performance was assessed separately using the relevant client’s internal reporting.
The results do not establish that every AI Overview appearance produced a visit or conversion. They show that substantial growth in AI visibility occurred alongside work combining technical SEO, original company knowledge, clearer information architecture and stronger alignment with customer decisions.
Brzica cautions against treating AI visibility as another isolated vanity metric.
“The same visibility metric can mean very different things for different businesses,” he said. “For one client, success may be a completed purchase. For another, it is a technically viable quote request. For a professional-services firm, it may be a better-informed consultation and fewer calls from people the firm cannot help.”
This is why Occam Digital connects search visibility with the way customers evaluate a business and move toward a commercial decision.
Tables, comparison sections and structured page elements can make information easier for search engines and AI systems to interpret, but Brzica argues that formatting cannot compensate for a lack of substance.
“Structure reduces ambiguity when the information contains genuine relationships or comparisons,” he said. “A table filled with generic information is still generic. The value comes from combining the right format with insight that reflects how the business and its customers actually think.”
The expanded role of SEO
For Brzica, the role of SEO now extends across six connected areas:
- Technical enablement
- Interpretation of customer demand
- Investigation of business expertise
- Information architecture
- Authority and external corroboration
- Connection between visibility and commercial outcomes
This does not make technical SEO less important. It places technical work inside a broader process that begins with understanding the business and ends with a measurable customer or commercial result.
“AI search has made a long-standing SEO problem more visible,” Brzica said. “A company may have decades of expertise, but if that knowledge remains inside conversations, internal documents and individual employees, neither customers nor machines can use it.”
Brzica’s perspective draws on more than 15 years of work across e-commerce, SaaS, artificial intelligence products, gaming, affiliate marketing, industrial B2B, consumer privacy and cybersecurity, professional services and regulated industries.
“AI is not eliminating the need for SEO,” he said. “It is increasing the value of SEO professionals who understand the business and its customers deeply enough to make real expertise visible.”
The full analysis includes a closer examination of the three anonymized client cases, the AI Overview visibility data and the process Occam Digital uses to extract, verify and structure subject-matter expertise.
Read the full analysis: The Expertise AI Can’t See
About Darko Brzica
Darko Brzica is a Serbian SEO strategist and founder of Occam Digital with more than 15 years of experience in technical SEO, content strategy, organic growth and international search markets.
His work has included e-commerce, SaaS, artificial intelligence products, gaming, affiliate marketing, industrial B2B, consumer privacy and cybersecurity, professional services and regulated industries.
In addition to speaking at brightonSEO, his regional appearances include repeated lectures at Konverzija, Sarajevo Digital Marketing and CRO Commerce on SEO competition, artificial intelligence and the evolution of search.
About Occam Digital
Occam Digital is an SEO and digital growth agency working with international businesses across e-commerce, industrial B2B, SaaS, artificial intelligence, gaming, affiliate marketing, cybersecurity, professional services and regulated markets.
Named after the principle of reducing unnecessary complexity, the agency combines technical SEO, subject-matter expertise, information architecture and customer intent to improve measurable business outcomes. Its work prioritizes clarity and practical evidence over content volume, vanity metrics and short-lived industry hype.
