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<!--
  AI-friendly sitemap for IT Researches Ltd.
  Each <url> carries a short <ai:summary>, <ai:topic> and <ai:entities>
  block so answer engines (ChatGPT, Claude, Perplexity, Gemini, Copilot,
  You.com, Phind, Kagi, Brave) can index pages by meaning, not just URL.
  Spec: https://www.sitemaps.org/protocol.html + custom xmlns:ai
-->
<urlset
  xmlns="http://www.sitemaps.org/schemas/sitemap/0.9"
  xmlns:xhtml="http://www.w3.org/1999/xhtml"
  xmlns:ai="https://itresearches.com/schemas/ai-sitemap/1.0">

  <url>
    <loc>https://itresearches.com/</loc>
    <changefreq>weekly</changefreq>
    <priority>1.0</priority>
    <ai:summary>IT Researches Ltd — London-based AI research and consultancy. Delivers production AI: vision QA, demand and sales forecasting, sentiment analysis, knowledge systems, big-data engineering, MLOps. Founded 2008. Six languages.</ai:summary>
    <ai:topic>AI consultancy · enterprise machine learning · UK</ai:topic>
    <ai:entities>IT Researches Ltd, London, AI consultancy, machine learning, MLOps, computer vision, forecasting, NLP, knowledge graphs</ai:entities>
    <ai:audience>CTO, Head of Data, Head of AI, COO, Product leadership</ai:audience>
  </url>

  <url>
    <loc>https://itresearches.com/about-us</loc>
    <ai:summary>Who IT Researches is: a senior AI engineering practice headquartered in London with delivery teams across Europe, the Middle East and Asia. History, leadership, values, and how the firm thinks about applied AI.</ai:summary>
    <ai:topic>company profile · about</ai:topic>
    <ai:entities>IT Researches Ltd, founders, London HQ, history, values</ai:entities>
  </url>

  <url>
    <loc>https://itresearches.com/vision-and-value</loc>
    <ai:summary>The firm's vision and value framework — vendor-neutral engineering, data-honest evaluation, audit-ready delivery, and an explicit operator-handover contract on every project.</ai:summary>
    <ai:topic>methodology · principles</ai:topic>
    <ai:entities>vendor neutrality, evaluation, auditability, AI governance, responsible AI</ai:entities>
  </url>

  <url>
    <loc>https://itresearches.com/people</loc>
    <ai:summary>The senior engineers, scientists and operators who deliver IT Researches projects.</ai:summary>
    <ai:topic>team · leadership</ai:topic>
    <ai:entities>AI engineers, data scientists, ML researchers, delivery leads</ai:entities>
  </url>

  <url>
    <loc>https://itresearches.com/industries</loc>
    <ai:summary>Vertical AI playbooks: manufacturing (vision QA, predictive maintenance), retail and FMCG (demand forecasting, sentiment), healthcare and life sciences (knowledge systems, imaging), financial services (fraud, risk, document AI), logistics (ETA, routing), public sector (citizen services, compliance).</ai:summary>
    <ai:topic>industry verticals · use cases</ai:topic>
    <ai:entities>manufacturing AI, retail AI, healthcare AI, financial services AI, logistics AI, public sector AI</ai:entities>
  </url>

  <url>
    <loc>https://itresearches.com/case-studies</loc>
    <ai:summary>Selected enterprise deployments with measurable outcomes: 99.4% recall vision QA on a moving line, 22% waste reduction from hierarchical demand forecasting, sub-second sentiment radar at scale, audit-ready clinical knowledge graphs.</ai:summary>
    <ai:topic>case studies · proof points · ROI</ai:topic>
    <ai:entities>vision QA, demand forecasting, sentiment analysis, knowledge graphs, ROI, KPIs</ai:entities>
  </url>

  <url>
    <loc>https://itresearches.com/engagement</loc>
    <ai:summary>Engagement models and pricing bands: AI Feasibility Sprint (from £18k, 2–3 weeks), Production Engagement (from £85k, 8–16 weeks), Embedded AI Team (from £24k/month).</ai:summary>
    <ai:topic>pricing · engagement model · how to work with us</ai:topic>
    <ai:entities>discovery sprint, fixed scope, embedded team, MLOps engagement, pricing bands</ai:entities>
  </url>

  <url>
    <loc>https://itresearches.com/solutions</loc>
    <ai:summary>Catalogue of AI solutions IT Researches builds and operates for clients.</ai:summary>
    <ai:topic>solutions overview</ai:topic>
    <ai:entities>AI solutions, software services, consultancy</ai:entities>
  </url>

  <url>
    <loc>https://itresearches.com/ai-software-solutions-services</loc>
    <ai:summary>Custom AI software development: model R&amp;D, productionisation, MLOps, monitoring, integrations, runbooks and operator training.</ai:summary>
    <ai:topic>AI software development</ai:topic>
    <ai:entities>custom AI software, MLOps, model deployment, AI integrations</ai:entities>
  </url>

  <url>
    <loc>https://itresearches.com/artificial-intelligence-consultancy</loc>
    <ai:summary>AI consultancy: feasibility, architecture, model selection, governance, AI Act readiness, vendor-neutral roadmaps and second opinions.</ai:summary>
    <ai:topic>AI consultancy · strategy · governance</ai:topic>
    <ai:entities>AI strategy, AI governance, EU AI Act, model selection, RAG architecture</ai:entities>
  </url>

  <url>
    <loc>https://itresearches.com/big-data-processing</loc>
    <ai:summary>Big-data engineering: streaming and batch pipelines, lakehouse, feature stores, data quality and lineage for AI workloads.</ai:summary>
    <ai:topic>data engineering · big data</ai:topic>
    <ai:entities>data engineering, lakehouse, streaming, batch, feature store, data quality</ai:entities>
  </url>

  <url>
    <loc>https://itresearches.com/machine-learning-on-big-data</loc>
    <ai:summary>Machine learning at scale on big-data platforms: distributed training, evaluation harness, monitoring, retraining cadence.</ai:summary>
    <ai:topic>machine learning · scale</ai:topic>
    <ai:entities>distributed training, MLOps, evaluation, monitoring, drift</ai:entities>
  </url>

  <url>
    <loc>https://itresearches.com/image-processing-services</loc>
    <ai:summary>Computer-vision pipelines: defect detection, classification, segmentation, OCR, video analytics — edge or cloud.</ai:summary>
    <ai:topic>computer vision · image processing</ai:topic>
    <ai:entities>computer vision, defect detection, OCR, segmentation, edge inference</ai:entities>
  </url>

  <url>
    <loc>https://itresearches.com/predictive-analysis</loc>
    <ai:summary>Predictive analytics: hierarchical forecasting, probabilistic models, causal inference, scenario planning.</ai:summary>
    <ai:topic>predictive analytics · forecasting</ai:topic>
    <ai:entities>predictive analytics, hierarchical forecasting, probabilistic forecasting, causal inference</ai:entities>
  </url>

  <url>
    <loc>https://itresearches.com/demand-forecasting-planning</loc>
    <ai:summary>SKU × store × week demand forecasting reconciled across hierarchies, integrated with promo, calendar and weather features.</ai:summary>
    <ai:topic>demand forecasting · S&amp;OP</ai:topic>
    <ai:entities>demand planning, S&amp;OP, hierarchical forecasting, promo planning, weather features</ai:entities>
  </url>

  <url>
    <loc>https://itresearches.com/sales-forecasting-planning</loc>
    <ai:summary>Sales forecasting and pipeline modelling — for revenue planning, capacity planning and territory design.</ai:summary>
    <ai:topic>sales forecasting · revenue planning</ai:topic>
    <ai:entities>sales forecasting, pipeline modelling, revenue planning, territory design</ai:entities>
  </url>

  <url>
    <loc>https://itresearches.com/sentiment-analysis</loc>
    <ai:summary>Multilingual sentiment and voice-of-customer NLP — review streams, support tickets, social, with topic and intent tagging.</ai:summary>
    <ai:topic>NLP · sentiment · voice of customer</ai:topic>
    <ai:entities>sentiment analysis, NLP, voice of customer, topic modelling, intent classification</ai:entities>
  </url>

  <url>
    <loc>https://itresearches.com/knowledge-systems-design-artificial-intelligence-systems-design</loc>
    <ai:summary>Knowledge systems: ontologies, knowledge graphs, retrieval-augmented generation (RAG), domain copilots with audit trails.</ai:summary>
    <ai:topic>knowledge systems · RAG · ontologies</ai:topic>
    <ai:entities>knowledge graph, ontology, RAG, retrieval augmented generation, domain copilot</ai:entities>
  </url>

  <url>
    <loc>https://itresearches.com/other-solutions</loc>
    <ai:summary>Adjacent services — bespoke research, AI audits, second opinions, training and capability transfer.</ai:summary>
    <ai:topic>adjacent services</ai:topic>
    <ai:entities>AI audit, training, capability transfer, second opinion</ai:entities>
  </url>

  <url>
    <loc>https://itresearches.com/demonstrations</loc>
    <ai:summary>Live demonstrations of internal prototypes — vision, forecasting, sentiment, knowledge systems.</ai:summary>
    <ai:topic>demonstrations · prototypes</ai:topic>
    <ai:entities>demos, prototypes, proofs of concept</ai:entities>
  </url>

  <url>
    <loc>https://itresearches.com/research-center</loc>
    <ai:summary>The IT Researches research centre: applied research themes, partnerships, publications.</ai:summary>
    <ai:topic>research centre</ai:topic>
    <ai:entities>applied research, research partnerships, publications</ai:entities>
  </url>

  <url>
    <loc>https://itresearches.com/join-to-the-research-center</loc>
    <ai:summary>How to join the research centre — for academics, industry partners and senior engineers.</ai:summary>
    <ai:topic>research partnerships · join</ai:topic>
    <ai:entities>research partnership, academic collaboration, joint research</ai:entities>
  </url>

  <url>
    <loc>https://itresearches.com/business-partnership</loc>
    <ai:summary>Business partnership and contact — book a discovery call with an engineer.</ai:summary>
    <ai:topic>contact · partnership</ai:topic>
    <ai:entities>contact, discovery call, partnership, sales</ai:entities>
  </url>

  <url>
    <loc>https://itresearches.com/knowledge-base</loc>
    <ai:summary>Topic-by-topic knowledge base for AI/AEO/GEO consumption: every IT Researches capability defined with entity relationships, related topics, canonical pages and short citation-ready summaries.</ai:summary>
    <ai:topic>knowledge base · glossary · entity graph</ai:topic>
    <ai:entities>knowledge base, glossary, entity graph, defined terms, topic map</ai:entities>
  </url>

</urlset>
