The gap isn't where most people expect it.
The technical fix isn't enough on its own.
Missing schema, a PDF that hasn't been indexed, a rendering issue. Those things matter and fixing them is part of what we do. But fixing the technical layer without a strategy just means AI can now see a site with no structured story.
The most common problem is a brand whose AI presence hasn't caught up.
Rebranded, demerged, acquired, pivoted. AI learns from the web, and the web has a long memory. The old story persists for years if no one deliberately replaces it.
Since May 2026, the gap is live and continuous.
Google now runs 24/7 Search Agents that monitor the web, news, and competitor content on behalf of users, without anyone typing a query. Every day without a structured AI presence is a day those agents are building a richer picture of your competitors while ignoring you.
Strategy first, implementation included.
Anyone on your IT team can paste a schema tag once someone tells them what to paste. Deciding what that schema should say, which content carries your brand story, and what narrative AI should associate with your name is a different kind of work. That's where we start. We can also handle full implementation, or work alongside your team.
Step 1: AI Visibility Snapshot
A quick read of how your brand appears across AI platforms today. What AI says about you, which competitors appear in your category, and where the most visible gaps are.
Step 2: Full AI Readiness Audit
A complete picture of where you stand and who is beating you. Brand narrative gaps, content citability, entity signals, and technical foundation, plus a competitor analysis showing which brands are winning in AI for your category and why. Manual analysis, not automated crawling. The output is a specific action plan, not a generic recommendations list. For brands entering a new category or after a repositioning, we can extend the scope to include a Topic and Category Gap Analysis, mapping the themes and questions in your category where AI is currently citing other sources instead of you.
Step 3: Strategy and Build
Schema blueprints, content architecture, entity and authority signals, narrative planning. We decide what needs to change, design the changes, and implement them, or work alongside your team.
Step 4: Ongoing
Continuous monitoring, content publishing, competitive tracking, and platform updates as AI search evolves.
Trusted by leading B2B businesses in Finland
Common questions.
These answers outline how our AI Readiness Audit and visibility services ensure your brand becomes the referenced source for AI-generated answers.
- What is Generative Engine Optimization (GEO)?
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Generative Engine Optimization (GEO) is the process of structuring and optimizing a brand’s digital footprint so that AI engines (such as ChatGPT, Perplexity, and Google AI Overviews) accurately surface, cite, and recommend its products or services.
- How is this different from traditional SEO?
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This is sometimes called Generative Engine Optimization (GEO) or Answer Engine Optimization (AEO). Traditional SEO optimised for ranking in a list of results. AI search doesn't return a list. It synthesises an answer and names specific sources. The goal shifts from "appear in the top ten" to "be the source AI cites." The technical foundations overlap, but the strategic questions are completely different. And the buyer your brand needs to reach is often different too: a CMO or VP Communications, not a web manager.
Traditional SEO optimised for ranking in a list of results. AI search doesn't return a list. It synthesises an answer and names specific sources. The goal shifts from "appear in the top ten" to "be the source AI cites." The technical foundations overlap, but the strategic questions are completely different. And the buyer your brand needs to reach is often different too: a CMO or VP Communications, not a web manager.
- Our IT team already handles schema and structured data. What does VML Finland add?
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Implementation is straightforward once you know what to implement. The harder questions are: what should the schema say about your brand, which entities need to be connected, what content gaps need to be filled before structured data has anything meaningful to point at, and what narrative should tie it all together. That's the strategic layer. Your IT team can execute it. We design it.
- We recently rebranded or restructured. Is that relevant?
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Very. AI learns from the web, and the web has a long memory. Rebrands, demergers, acquisitions, and strategic pivots often take 12 to 24 months to propagate into AI's understanding of a company, sometimes longer if the old narrative was well-established. If you've changed direction and AI is still telling the old story, that's exactly the kind of gap we fix.
- What is included in the AI Readiness Audit?
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A complete picture of your brand narrative gaps, content citability, entity signals, technical foundation, and competitive position. We show which competitors are winning in AI for your category and why. Manual analysis, not automated crawling. The output is a specific action plan, not a generic recommendations list.
- Which AI platforms do you optimise for?
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Google AI Mode and AI Overviews, ChatGPT, Perplexity, Gemini, and Bing Copilot. Google AI Mode is now the primary surface given its scale, but the strategies differ across platforms and we cover all five.
- How long before we see results?
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Structured data changes can be recognised by AI systems faster than traditional SEO, sometimes within weeks if the platform re-indexes frequently. Narrative and content changes take longer because they depend on the AI's training and indexing cycle. We give realistic timelines in the audit, not optimistic ones.
- Do we need to have done a technical audit first?
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No. The free AI Visibility Snapshot is the right starting point. It gives you a concrete picture of where you stand before you decide anything.
Plan Your Strategy Directly with Our CEO
Lars Schulman, CEO of VML Finland, offers 30-minute strategy conversations for companies that want a straight read on their AI brand position before committing to an audit. No prior work needed. The conversation covers where you stand today, what the most significant gap is, and what a sensible first step looks like.
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