Disambiguation Engineering: Resolving Brand Name Collisions in LLMs
Stop AI from confusing your business with competitors. Learn how to use ‘SameAs’ schema and Citation Triangulation to secure your brand identity in LLMs.
Faizan Ali KhanArchive
More playbooks for AI-first growth.
Earlier field notes from the Cubitrek team. Browse the full run of AI-first growth playbooks, or jump back to the latest articles.
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Faizan Ali Khan
The Wikipedia Proxy: Using Wikidata IDs to Anchor Brand Truth
Learn how to use Wikidata as a strategic proxy for Wikipedia. A technical guide for PR managers on leveraging structured data and immutable IDs to establish “Brand Truth” in AI and Knowledge Graphs.
Faizan Ali Khan
Nested JSON-LD: Architecting Schema for GraphRAG & AI
Nested JSON-LD with @id anchoring is the 2026 standard for AI retrieval. Flat schema is now actively penalised by Perplexity and ChatGPT. The GraphRAG-ready architecture, and why explicit entity edges stop a brand-name collision.
Faizan Ali Khan
Multi-Modal RAG: The Future of Visual Content Strategy Beyond Text
Move beyond alt-text. Discover how Multi-Modal RAG allows AI to “read” your charts and infographics directly, and why optimizing image pixels is the new frontier of technical content strategy.
Faizan Ali Khan
Header Architecture for Vector Proximity: Structuring Content for the AI Era
Header architecture is now the structural rulebook for AI retrieval. Question-format H2s, answer-first paragraphs, deeper H3 nesting. The 2026 GEO content playbook with Q2 chunking-size updates.
Faizan Ali Khan
Byte-Pair Encoding (BPE) and Keyword Invisible Walls
Stop optimizing strings. Start optimizing tokens. Learn how BPE fractures unique brand names into nonsense and how “contextual anchoring” restores their meaning.
Faizan Ali Khan
Hybrid Search Optimization: Balancing BM25 with Dense Vector Retrieval
Hybrid retrieval is the operating system of modern AI search. BM25 for keyword precision, dense vectors for semantic recall, and optional late-interaction reranking. CTO playbook for production stacks.
Faizan Ali Khan
The Chunking Dilemma: Fixed-Size vs. Semantic Splitting in SEO
Deep dive into the parsing layer of LLMs. Learn how RAG pipelines read your content, why fixed-size splitting fails, and how recursive character splitting turns your formatting into an API for AI search visibility.
Faizan Ali Khan
How to Monetize Your AI Chatbot with Google Ads & Dialogflow | Cubitrek
Learn how to monetize your AI chatbot using Google Ads and Dialogflow. Discover ad integration, dynamic targeting, and revenue strategies.
Samrina KhanLooking for something older? Browse the full archive of every article.
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