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  AI-friendly sitemap for IT Researches Ltd.
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  <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>

  <url>
    <loc>https://itresearches.com/blog</loc>
    <xhtml:link rel="alternate" hreflang="en-GB" href="https://itresearches.com/blog"/>
    <xhtml:link rel="alternate" hreflang="de-DE" href="https://itresearches.com/de/blog"/>
    <xhtml:link rel="alternate" hreflang="es-ES" href="https://itresearches.com/es/blog"/>
    <xhtml:link rel="alternate" hreflang="fr-FR" href="https://itresearches.com/fr/blog"/>
    <xhtml:link rel="alternate" hreflang="pt-PT" href="https://itresearches.com/pt/blog"/>
    <xhtml:link rel="alternate" hreflang="zh-CN" href="https://itresearches.com/zh/blog"/>
    <xhtml:link rel="alternate" hreflang="fa-IR" href="https://itresearches.com/fa/blog"/>
    <xhtml:link rel="alternate" hreflang="ar" href="https://itresearches.com/ar/blog"/>
    <xhtml:link rel="alternate" hreflang="hi-IN" href="https://itresearches.com/hi/blog"/>
    <xhtml:link rel="alternate" hreflang="ru-RU" href="https://itresearches.com/ru/blog"/>
    <xhtml:link rel="alternate" hreflang="ja-JP" href="https://itresearches.com/ja/blog"/>
    <ai:summary>Multilingual AI and smart-software blog in eleven languages with long-form, source-cited guides for general and expert readers.</ai:summary>
    <ai:topic>blog · AI · smart software · multilingual</ai:topic>
    <ai:entities>artificial intelligence, smart software, automation, AI governance</ai:entities>
  </url>

  <url>
    <loc>https://itresearches.com/blog/ai-automation-home-services-enquiries-bookings</loc>
    <ai:summary>A practical guide to automating home-service enquiries, with safe booking controls, realistic costs and tests that expose costly mistakes.</ai:summary>
    <ai:topic>blog · ai automation for home service businesses</ai:topic>
    <ai:entities>ai automation for home service businesses, smart software</ai:entities>
  </url>

  <url>
    <loc>https://itresearches.com/de/blog/small-business-ai-invoice-automation-approval-controls</loc>
    <ai:summary>Rechnungen mit KI verarbeiten, ohne die Kontrolle zu verlieren: Freigabegrenzen, sichere Architektur und eine ehrliche Kostenrechnung für kleine Betriebe.</ai:summary>
    <ai:topic>blog · KI-Rechnungsverarbeitung für kleine Unternehmen sicher automatisieren</ai:topic>
    <ai:entities>KI-Rechnungsverarbeitung für kleine Unternehmen sicher automatisieren, smart software</ai:entities>
  </url>

  <url>
    <loc>https://itresearches.com/es/blog/ai-invoice-automation-erp-human-review</loc>
    <ai:summary>Cómo automatizar facturas con IA sin perder el control: validaciones, revisión humana, integración con el ERP y cálculo del coste real.</ai:summary>
    <ai:topic>blog · cómo automatizar facturas con IA y revisión humana</ai:topic>
    <ai:entities>cómo automatizar facturas con IA y revisión humana, smart software</ai:entities>
  </url>

  <url>
    <loc>https://itresearches.com/fr/blog/ai-customer-email-automation-controls</loc>
    <ai:summary>Du message reçu au ticket créé, comment automatiser les e-mails clients avec l’IA sans perdre le contrôle des réponses, des données et des coûts.</ai:summary>
    <ai:topic>blog · automatiser les e-mails clients avec l’IA</ai:topic>
    <ai:entities>automatiser les e-mails clients avec l’IA, smart software</ai:entities>
  </url>

  <url>
    <loc>https://itresearches.com/pt/blog/ai-quote-request-automation-with-price-controls</loc>
    <ai:summary>Como transformar emails em propostas comerciais com IA, preços validados e aprovação humana: arquitetura, testes e custos para PME.</ai:summary>
    <ai:topic>blog · como automatizar pedidos de orçamento com IA</ai:topic>
    <ai:entities>como automatizar pedidos de orçamento com IA, smart software</ai:entities>
  </url>

  <url>
    <loc>https://itresearches.com/zh/blog/safe-ai-agent-erp-procurement-reconciliation</loc>
    <ai:summary>让AI读懂发票并不难，难的是让它在订单、收货与财务系统之间可靠办事。本文以采购对账为例，拆解权限隔离、三单匹配、人工审批、重复写入防护和成本评估，说明企业如何把演示原型变成可审计、可暂停的生产流程。</ai:summary>
    <ai:topic>blog · 采购对账AI智能体如何安全写回ERP</ai:topic>
    <ai:entities>采购对账AI智能体如何安全写回ERP, smart software</ai:entities>
  </url>

  <url>
    <loc>https://itresearches.com/fa/blog/persian-customer-support-ai-pilot</loc>
    <ai:summary>چطور دستیار پاسخ‌گویی فارسی بسازیم که قیمت و موجودی را حدس نزند؟ راهنمای انتخاب ابزار، اتصال امن، سنجش خطا و محاسبه هزینه پیش از راه‌اندازی.</ai:summary>
    <ai:topic>blog · هوش مصنوعی برای پاسخگویی به مشتریان کسب و کار</ai:topic>
    <ai:entities>هوش مصنوعی برای پاسخگویی به مشتریان کسب و کار, smart software</ai:entities>
  </url>

  <url>
    <loc>https://itresearches.com/ar/blog/choose-business-ai-course-with-invoice-assistant-project</loc>
    <ai:summary>دليل لاختيار تدريب يتجاوز كتابة الأوامر: اختبر المنهج بمساعد فواتير، من جودة البيانات والصلاحيات إلى قياس الأخطاء والتكلفة قبل التشغيل.</ai:summary>
    <ai:topic>blog · كيف أختار دورة الذكاء الاصطناعي للأعمال</ai:topic>
    <ai:entities>كيف أختار دورة الذكاء الاصطناعي للأعمال, smart software</ai:entities>
  </url>

  <url>
    <loc>https://itresearches.com/hi/blog/hindi-coaching-chatbot-fees-admissions-safety</loc>
    <ai:summary>कोचिंग सेंटर के लिए हिन्दी AI चैटबॉट कब उपयोगी है? सही फीस, बदलते बैच, सुरक्षित छात्र डेटा और लागत जाँचने की व्यावहारिक मार्गदर्शिका।</ai:summary>
    <ai:topic>blog · कोचिंग सेंटर के लिए हिन्दी AI चैटबॉट कैसे बनाएं</ai:topic>
    <ai:entities>कोचिंग सेंटर के लिए हिन्दी AI चैटबॉट कैसे बनाएं, smart software</ai:entities>
  </url>

  <url>
    <loc>https://itresearches.com/ru/blog/ai-invoice-processing-in-1c-with-safe-validation</loc>
    <ai:summary>Как поручить ИИ разбор счетов, проверять реквизиты и суммы, безопасно создавать документы в 1С и считать реальную стоимость автоматизации.</ai:summary>
    <ai:topic>blog · как автоматизировать обработку счетов в 1С с помощью ИИ</ai:topic>
    <ai:entities>как автоматизировать обработку счетов в 1С с помощью ИИ, smart software</ai:entities>
  </url>

  <url>
    <loc>https://itresearches.com/ja/blog/sme-ai-inquiry-response-review-workflow</loc>
    <ai:summary>問い合わせ返信をAIで速くしても、確認と修正に時間がかかれば効果は残りません。中小企業向けに、返信下書きの作り方から社内資料との連携、誤回答の評価、承認設計、費用対効果まで、実務で使える導入手順を解説します。</ai:summary>
    <ai:topic>blog · 中小企業の問い合わせ対応にAIを活用するには</ai:topic>
    <ai:entities>中小企業の問い合わせ対応にAIを活用するには, smart software</ai:entities>
  </url>

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