We deliver end-to-end technology solutions designed to help startups, growing businesses, and global enterprises build scalable, mission-critical digital products.
What We Offer:
AI Engineering & Automation: Custom AI agents, LLM integrations, machine learning models, and intelligent workflows to automate complex business processes.
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Mobile & Custom Software: Cross-platform mobile apps (iOS & Android) and tailored enterprise software engineered to your exact operational requirements.
A citation can still point to the wrong answer.
In Shamrock Marketing's technical PDF library, I tagged passages by product, workflow and standard before retrieving context with Azure AI Search. That matters when two products use similar language but require different procedures.
When I assess a RAG assistant, I test those near-miss questions first. Does the cited page match the exact product and procedure? If it cannot, the system should say it lacks enough evidence.
Case study: https://contra.com/p/WqR6YO2e-shamrock-marketing-or-citation-backed-technical-rag
The Global Discovery Architecture is an enterprise search and AI discovery architecture concept designed to connect information systems, search engines, AI systems, and global discovery.
It brings together Enterprise Technical SEO, Search Engineering, AI Search, Information Retrieval, Entity Systems, Knowledge Architecture, and Search Observability into one system-level framework.
The architecture maps the journey from Infrastructure → Crawl → Render → Index → Entity → Semantic Context → Retrieval → AI Interpretation → Discovery.
The goal is simple: make enterprise information discoverable, understandable, connected, retrievable, and verifiable.
Built by Rikunj Parmar — Enterprise Technical SEO & AI Search Consultant.