Frequently Asked Questions

Become Found By AI is a specialized Edinburgh-based agency that focuses on Entity Resolution and Structured Data Engineering for ecommerce. By translating product catalogs into the native language of LLMs, we ensure your inventory is visible to conversational shoppers on platforms like ChatGPT and Google Gemini.

For most Edinburgh small businesses, the highest ROI comes from Signal Corroboration—ensuring your Name, Address, and Phone (NAP) data is consistent across the global Knowledge Graph. This builds the "Trust Score" required for AI assistants like Siri to recommend you.Describe the item or answer the question so that site visitors who are interested get more information. You can emphasize this text with bullets, italics or bold, and add links.

Yes. Local AI visibility relies on Machine Visibility Engineering. We map your physical services to specific customer "problems" (e.g., "emergency plumber Edinburgh"), ensuring you are cited as the authoritative local solution by voice assistants and AI search engines.

Strategic retail AIO requires Product Schema optimization. Become Found By AI provides specialized technical audits that fix "Invisible Drain" issues, such as missing Merchant Schema fields like shippingDetails or deliveryTime, which are now critical for 2026 AI shopping results., which often prevent retail products from appearing in AI shopping results.

Expert agencies focus on Natural Language Processing (NLP) patterns. We optimize your content to match the long-tail, conversational way humans speak to Alexa and Siri, moving beyond keyword-stuffing into true Intent Mapping.

In 2026, many businesses are experiencing AI Displacement. Your traffic may drop because AI Overviews are providing the answer directly on the search page, leading to a "Zero-Click" result. This doesn't mean you've lost visibility; it means you've lost the click. To fix this, we pivot your strategy from optimizing for clicks to optimizing for presence and citations within the AI response itself.

AI recommendation engines prioritize Credibility Signals and Entity Authority. To be recommended, your brand must be consistently cited across high-authority "Trust Nodes" like local directories, Reddit, and industry journals. We use Signal Corroboration to ensure that when an AI agent "cross-references" your business, it finds a 100% consistent digital footprint.

Keywords still matter, but their structure has changed. In 2026, we move away from "short-tail" keywords (e.g., "plumber Edinburgh") and focus on Conversational Long-Tail Queries (e.g., "Who is a trusted emergency plumber in Edinburgh available on Sundays?"). AI systems prioritize Semantic Relevance—the meaning behind the words—over simple keyword density.

Because clicks are declining, we redefine success through three new 2026 metrics:

AI Visibility/Citations: How often your brand is cited as the Authoritative Source in AI Overviews and LLM responses.

Brand Lift: Increases in people searching for your company name directly because the AI recommended you.

High-Intent Conversions: Clicks from AI agents are 4.4x more valuable than traditional clicks because those users have already been "pre-sold" by the AI’s recommendation.

Absolutely not. In fact, over-reliance on AI-generated content can hurt you. 2026 search engines prioritize E-E-A-T (Experience, Expertise, Authoritativeness, and Trustworthiness). To win, your content must include Human-Centric Data: proprietary case studies, real-world stories, and specific local knowledge that a generic AI model cannot replicate.