# Twistag > Twistag is a Lisbon-based engineering studio that builds AI agents, data and cloud platforms, and AI-native products for ambitious teams. Since 2016. This file describes the most useful URLs on twistag.com for language-model agents and AI search engines. Each URL is also fully prerendered with structured data; see `/sitemap.xml` for the complete list. A plain-text dump of every page is available at `/llms-full.txt`. - Site: https://twistag.com - Sitemap: https://twistag.com/sitemap.xml - Full content: https://twistag.com/llms-full.txt - RSS feed: https://twistag.com/feed.xml ## Top pages - [Twistag — Intelligence, Engineered.](https://twistag.com/): Twistag is a Lisbon-based AI and product engineering studio. Since 2016 we've shipped AI agents, data platforms, and AI-native products for ambitious enterprises. - [About — A team of senior engineers in Lisbon](https://twistag.com/about): A Lisbon-based collective of senior engineers, designers, and strategists shipping AI-augmented products and platforms for ambitious teams since 2016. - [Case studies — AI, agents, and product engineering for European enterprises](https://twistag.com/case-studies): Selected case studies — AI agents, internal platforms, and product surfaces Twistag has shipped to production for European enterprises. - [Thinking — Insights on AI, agents, and modern engineering](https://twistag.com/thinking): Twistag thinking — field notes on AI, data, product, and engineering for teams shipping in production. - [AI Readiness Sprint — 2-Week Audit & Roadmap](https://twistag.com/ai-readiness-sprint): 2-week AI Readiness Sprint for B2B SaaS, scale-ups, and PE portfolio companies. Map your stack, score AI opportunities, ship a production-ready roadmap. - [Contact](https://twistag.com/contact): Tell us what you're building. We'll tell you how we'd approach it. Lisbon-based, replies within 24 hours. - [Privacy Policy](https://twistag.com/privacy-policy): How Twistag collects, uses, and protects your personal data. - [Terms and Conditions](https://twistag.com/terms): Terms governing use of Twistag services and twistag.com. ## Services - [AI agents and applied LLMs](https://twistag.com/ai-and-agents): Twistag builds custom AI agents and LLM systems that move from prototype to production — with guardrails, monitoring, and real enterprise integration. - [Data platforms and cloud-native engineering](https://twistag.com/data-cloud): Twistag designs and builds modern data platforms and cloud-native systems on AWS, GCP, and Azure — observable, scalable, and ready for AI workloads. - [AI-Native product engineering](https://twistag.com/product-engineering): Twistag ships AI-native products end-to-end — discovery, design, engineering, and rollout. Senior teams that integrate with yours and own delivery. ## Case studies - [Building a production-ready marketing attribution platform in 11 months](https://twistag.com/case-studies/source-app-marketing-attribution-platform): Twistag built Source.app, a unified marketing analytics platform with 6 integrations and AI insights. From concept to production MVP in 11 months. - [Cutting a EU hotel group's outsourcing staffing spend by 70% with intelligent staff allocation](https://twistag.com/case-studies/ai-workforce-optimization-hospitality-group-europe): Twistag built an AI staff allocation platform for a leading European hotel group. 70% reduction in agency spend, €1M+ problem solved in 4 months.n - [A multi-modal GenAI pipeline behind a 24/7 AI radio station. 700K songs generated, 2.4B plays](https://twistag.com/case-studies/ai-radio-station-multi-modal-genai): Twistag built the multi-modal GenAI pipeline behind a 24/7 AI radio station. 700K+ original songs, 2.4B plays across a six-month global brand campaign. - [Five tools collapsed into one agentic AI platform for PepTalk's speaker booking marketplace](https://twistag.com/case-studies/agentic-ai-operations-peptalk-speaker-agency): Twistag rebuilt PepTalk's speaker booking operations on four chained AI agents. Five disconnected tools collapsed into one platform, 3,000+ speakers indexed. - [Automating regulatory and supplier diligence for European cosmetic brands. 75% saved per audit](https://twistag.com/case-studies/regtech-platform-european-ingredient-brands): Twistag built an AI-agent compliance platform for European cosmetic brands. 75% time saved per regulatory audit, live at top European brands. - [Emotion AI for investment advisory: teaching machines to read confidence and hesitation](https://twistag.com/case-studies/emotion-ai-investment-advisory-nviso): Twistag built an emotion-sensing UI layer for investment advisory. Real-time gaze analysis improves product matching and comprehension in regulated banking. - [Scaling AI training data collection to 250K+ contributors](https://twistag.com/case-studies/ai-data-collection-app-defined-ai): Twistag built a cross-platform mobile app connecting 250K+ contributors to AI training tasks across 70+ languages in 3 months. - [An autonomous AP agent handling 2,000+ supplier invoices a month for Aralab](https://twistag.com/case-studies/ai-invoice-automation-aralab-manufacturing): Twistag built an autonomous AP agent for Aralab. 2,000+ invoices a month processed, three FTEs redirected from data entry to strategic work. - [A Chrome extension scoring every draft against a UK utility's own guidelines — used by 6,000 employees](https://twistag.com/case-studies/ai-communications-assistant-uk-water-utility): Twistag built an AI writing assistant deployed across 6,000 utility employees. 3,000+ communications scored monthly, 18 hours saved per week. - [Scaling a foodtech DTC brand from MVP to profitability](https://twistag.com/case-studies/kencko-dtc-ecommerce-foodtech-mvp): Twistag built the Kencko cold-pressed juice platform from MVP to $85M valuation. 12M+ smoothies shipped. Read the case study. - [An AI mobile training platform for SANA Hotels — from PowerPoints and PDFs to gamified mobile courses](https://twistag.com/case-studies/ai-training-platform-sana-hotels): Twistag built an AI mobile training platform for SANA Hotels. Hundreds of PowerPoints and PDFs converted to mobile courses, video, and gamified paths. - [An AI pipeline reconciling hundreds of partner restaurants across four sources and 10+ languages](https://twistag.com/case-studies/ai-restaurant-directory-european-beverage-brand): Twistag built an AI data pipeline reconciling hundreds of European partner restaurants across 4 sources and 10+ languages for a global beverage brand. - [Natural-language product discovery on a sportswear PDP, trained on 500+ products](https://twistag.com/case-studies/conversational-ecommerce-ai-product-discovery): Twistag built a conversational product discovery layer for a sportswear brand. Trained on 500+ products, user-tested in 6 weeks, moved to roadmap. - [Building a multi-tenant clinical trial platform for European healthcare](https://twistag.com/case-studies/medtech-clinical-study-platform-worthmed): Twistag built a FHIR-compliant clinical study platform for Worthmed. Protocol design cycles compressed from 12-16 weeks to 6-8 weeks. Live at top European hospitals. - [Building a mobile bookmarking app with AI shopping recommendations](https://twistag.com/case-studies/ecommerce-bookmarking-app-shoplater): Twistag built Shoplater, a cross-platform mobile bookmarking app with AI recommendations. Internal product demonstrating mobile + AI capabilities. - [An SEO and CMS platform that scales editorial content across 9 languages](https://twistag.com/case-studies/indie-campers-seo-cms-global-expansion): Twistag built a WordPress Multisite SEO platform for Indie Campers. 9 languages, 150+ articles per year, 100K+ monthly organic visits. - [Building a marketplace platform for on-demand storage in 12 weeks](https://twistag.com/case-studies/on-demand-storage-platform-keepwhat): Twistag built a storage marketplace MVP in 12 weeks. €5K MRR within 4 months, 100 active customers, live with enterprise logistics partners. - [Building a social discovery platform powered by AI recommendation](https://twistag.com/case-studies/ai-social-discovery-app-joyraft): Twistag built an AI-powered social discovery app. 10K weekly active users. Hybrid filtering recommendation engine driving engagement outside top-of-feed positions. - [Unifying fan data across 50+ sports organizations into a single platform](https://twistag.com/case-studies/datatalks-customer-data-platform-sports): Datatalks built a customer data platform for sports organizations. 50+ integrations, 6M+ unified fan profiles. Live across European leagues and federations. - [Building a browser and IDE-based AI code generation tool used by 20,000 engineers, pre-Cursor and Claude Code](https://twistag.com/case-studies/ai-code-generation-developer-tools): Twistag built an AI code generation tool used by 20,000 engineers across 56 languages, generating 2.9M lines of code pre-Cursor and Claude Code. ## Insights - [Five engineering reasons AI agents fail in production](https://twistag.com/thinking/why-ai-agents-fail-in-production): Only 12% of enterprise AI agents reach production. The five engineering failure modes we see most often, and the patterns that fix them, with real examples. - [Agentic AI workflow services: what's in scope, what's not](https://twistag.com/thinking/agentic-ai-workflow-services-defined): Agentic AI workflow services are the engineering capabilities that take agentic AI from pilot to production. Here's what's in scope, what's not, and how delivery actually runs. - [Pulse: building autonomous teams with less process and more impact](https://twistag.com/thinking/building-autonomous-teams-with-less-process-and-more-impact): Pulse is Twistag's AI delivery methodology: five delivery agents, an eight-check agentic review layer, and a unified dashboard for engineering health. - [Generative AI connects the dots](https://twistag.com/thinking/generative-ai-connects-the-dots): Generative AI is revolutionizing how systems connect data, ideas, and actions. Learn how context, memory, and tools come together to create seamless, intuitive experiences that go beyond conversation, helping businesses innovate, streamline workflows, and build smarter products. - [Agentic AI: The new unit of work in the modern workplace](https://twistag.com/thinking/agentic-ai-the-new-unit-of-work-in-the-modern-workplace): Discover how Agentic AI is transforming workflows by enabling autonomous systems to think, reason, and act, empowering both developers and business leaders to drive innovation and elevate their enterprises. - [Modernize legacy systems to unlock business growth](https://twistag.com/thinking/modernizing-legacy-systems-the-key-to-unlocking-business-potential): Modernizing legacy systems with AI and composable architecture unlocks new levels of business potential. Explore strategies to enhance efficiency, cut costs, and future-proof your enterprise technology. - [How cutting complexity can drive real innovation](https://twistag.com/thinking/how-cutting-complexity-can-drive-real-innovation): Is complexity slowing your business down? Explore how simplifying processes, leveraging no-code platforms, and using AI-driven solutions can help you innovate smarter, move faster, and stay ahead of the competition. - [What enterprise product managers can steal from software agencies](https://twistag.com/thinking/what-enterprise-product-managers-can-steal-from-software-agencies-to-build-game-changing-products): Enterprise product managers can learn a lot from software agencies. From agility to rapid iteration, discover the frameworks and practices that help build transformative products faster and smarter. - [AI in Logistics: Revolutionizing efficiency and redefining innovation](https://twistag.com/thinking/ai-in-logistics-revolutionizing-efficiency-and-redefining-innovation): Discover how AI is transforming the logistics industry. From smarter supply chains to enhanced customer experiences, learn how AI delivers efficiency, innovation, and measurable results. - [The ROI of Design: Aligning creativity with business impact](https://twistag.com/thinking/the-roi-of-design-aligning-creativity-with-business-impact): What if every design decision could boost your revenue and scale your business? Uncover how the ROI of design transforms growth, drives loyalty, and creates measurable impact at every stage. Don’t just design, design for results.