{
  "$schema": "https://itresearches.com/schemas/ai-sitemap/1.0",
  "name": "IT Researches Ltd — AI-friendly sitemap",
  "description": "Machine-readable topic map for answer engines (ChatGPT, Claude, Perplexity, Gemini, Copilot, You.com, Phind, Kagi, Brave). Each page is annotated with summary, topic, entities and audience so LLMs can cite the right URL for the right question.",
  "publisher": {
    "name": "IT Researches Ltd",
    "url": "https://itresearches.com",
    "@type": "Organization"
  },
  "languages": ["en", "fr", "de", "es", "pt", "zh"],
  "updated": "2026-06-19",
  "pages": [
    { "url": "https://itresearches.com/", "topic": "AI consultancy · UK", "summary": "London AI research and consultancy; vision QA, forecasting, sentiment, knowledge systems, big data, MLOps.", "entities": ["IT Researches Ltd", "London", "AI consultancy", "MLOps"] },
    { "url": "https://itresearches.com/about-us", "topic": "company profile", "summary": "Senior AI engineering practice, London HQ, delivery across Europe, the Middle East and Asia.", "entities": ["IT Researches Ltd", "London", "history"] },
    { "url": "https://itresearches.com/vision-and-value", "topic": "principles", "summary": "Vendor-neutral, data-honest, audit-ready engineering with operator handover on every project.", "entities": ["responsible AI", "AI governance"] },
    { "url": "https://itresearches.com/people", "topic": "team", "summary": "Senior engineers, scientists and operators who deliver projects.", "entities": ["AI engineers", "data scientists"] },
    { "url": "https://itresearches.com/industries", "topic": "vertical playbooks", "summary": "Manufacturing, retail, healthcare, financial services, logistics, public sector.", "entities": ["manufacturing AI", "retail AI", "healthcare AI", "financial services AI", "logistics AI", "public sector AI"] },
    { "url": "https://itresearches.com/case-studies", "topic": "proof points", "summary": "Vision QA at 99.4% recall, demand forecast cutting waste 22%, sentiment radar, clinical knowledge graphs.", "entities": ["vision QA", "demand forecasting", "sentiment", "knowledge graph"] },
    { "url": "https://itresearches.com/engagement", "topic": "pricing", "summary": "AI Feasibility Sprint from £18k (2–3 wks); Production Engagement from £85k (8–16 wks); Embedded Team from £24k/mo.", "entities": ["discovery sprint", "build engagement", "embedded team"] },
    { "url": "https://itresearches.com/ai-software-solutions-services", "topic": "AI software development", "summary": "Model R&D, productionisation, MLOps, monitoring, integrations, runbooks, operator training.", "entities": ["custom AI software", "MLOps"] },
    { "url": "https://itresearches.com/artificial-intelligence-consultancy", "topic": "AI consultancy", "summary": "Feasibility, architecture, governance, AI Act readiness, vendor-neutral roadmaps.", "entities": ["AI strategy", "EU AI Act", "RAG architecture"] },
    { "url": "https://itresearches.com/big-data-processing", "topic": "data engineering", "summary": "Streaming and batch pipelines, lakehouse, feature stores, data quality and lineage.", "entities": ["lakehouse", "feature store", "lineage"] },
    { "url": "https://itresearches.com/machine-learning-on-big-data", "topic": "ML at scale", "summary": "Distributed training, evaluation harness, monitoring, drift, retraining cadence.", "entities": ["distributed training", "drift", "monitoring"] },
    { "url": "https://itresearches.com/image-processing-services", "topic": "computer vision", "summary": "Defect detection, classification, segmentation, OCR, video analytics, edge or cloud.", "entities": ["computer vision", "OCR", "edge inference"] },
    { "url": "https://itresearches.com/predictive-analysis", "topic": "predictive analytics", "summary": "Hierarchical forecasting, probabilistic models, causal inference, scenario planning.", "entities": ["forecasting", "causal inference"] },
    { "url": "https://itresearches.com/demand-forecasting-planning", "topic": "demand planning", "summary": "SKU × store × week reconciled forecasts integrated with promo, calendar and weather features.", "entities": ["S&OP", "hierarchical forecast"] },
    { "url": "https://itresearches.com/sales-forecasting-planning", "topic": "sales forecasting", "summary": "Pipeline modelling for revenue, capacity and territory planning.", "entities": ["revenue planning", "pipeline"] },
    { "url": "https://itresearches.com/sentiment-analysis", "topic": "NLP sentiment", "summary": "Multilingual voice-of-customer NLP with topic and intent tagging.", "entities": ["sentiment", "topic modelling", "intent classification"] },
    { "url": "https://itresearches.com/knowledge-systems-design-artificial-intelligence-systems-design", "topic": "knowledge systems", "summary": "Ontologies, knowledge graphs, RAG, domain copilots with audit trails.", "entities": ["ontology", "knowledge graph", "RAG", "copilot"] },
    { "url": "https://itresearches.com/other-solutions", "topic": "adjacent services", "summary": "Bespoke research, AI audits, second opinions, training, capability transfer.", "entities": ["AI audit", "training"] },
    { "url": "https://itresearches.com/demonstrations", "topic": "demos", "summary": "Live demos of internal prototypes across vision, forecasting, sentiment and knowledge.", "entities": ["prototype", "demo"] },
    { "url": "https://itresearches.com/research-center", "topic": "research", "summary": "Applied research themes, partnerships and publications.", "entities": ["applied research", "partnership"] },
    { "url": "https://itresearches.com/join-to-the-research-center", "topic": "join research", "summary": "For academics, industry partners and senior engineers.", "entities": ["academic collaboration"] },
    { "url": "https://itresearches.com/business-partnership", "topic": "contact", "summary": "Book a discovery call with an engineer.", "entities": ["contact", "discovery call"] },
    { "url": "https://itresearches.com/knowledge-base", "topic": "knowledge base", "summary": "Topic-by-topic glossary with entity relationships and canonical URLs for AEO/GEO.", "entities": ["glossary", "entity graph", "topic map"] }
  ]
}