B2B ad examples

Without AI, planners spend 60-70% of their time on routine forecast generation and review. With AI implemented well, that flips: 60-70% goes to exceptions, overlays, and reconciliation, the work where judgment matters. Not every "AI" feature makes that flip happen. Five capabilities account for almost all of the real impact: - Automatic model selection per SKU is the safest bet here. No one can match a model like Holt-Winters, ARIMA, or gradient-boosted trees to the right SKU by hand across a 5,000-SKU portfolio, so the system tests them all and keeps whichever wins. That alone is worth 3-7 points of MAPE improvement, and it's the one gain almost nobody argues with - A 10% price drop might mean a 20% lift on an ordinary Tuesday, but a 40% lift during a holiday week. Statistical models flatten that. Gradient-boosted trees and neural nets don't, which is why ML forecasting earns its keep on volatile SKUs with rich external data: 5-12 points of improvement, versus almost nothing on stable ones - External driver integration automatically adds weather data, price elasticity modelling, web traffic, and social signals. Great if you sell seasonal, weather-sensitive, or promotion-heavy products. Not much help if you're B2B or project-driven - Exception detection isn't about accuracy. It's about hours. Instead of reviewing all 5,000 SKUs every cycle, planners only see the roughly 10% that need judgment, and that alone cuts review time by 40-60% - "Why did the forecast for this SKU jump 20%?" Planners used to dig through multiple reports to answer that. A conversational assistant just answers it directly, cutting time-to-insight by 30-50% on diagnostic questions like that. AI still doesn't replace collaborative overlays. A sales rep's read on one customer's order can't be modelled. It doesn't help with new product launches either. There's no history to train on. And if a model can't explain its own forecast, people will distrust it and bypass it, no matter how accurate it is. Here are the 5 AI capabilities that move the needle in demand planning, and where they don't - https://lnkd.in/db5QJ66Y/?utm_campaign=brand-awareness-us&utm_source=linkedin&utm_medium=paid&utm_id=1202151794&hsa_acc=512706963&hsa_cam=1202151794&hsa_grp=882641454&hsa_ad=1541275924&hsa_net=linkedin&hsa_ver=3 #demandplanning #supplychainplanning #ai

⚙️ Machines & Conditionnement : 3 bonnes raisons d'exposer à ALLFORPACK EMBALLAGE PARIS ! Le secteur des machines et du conditionnement se transforme pour répondre aux nouveaux enjeux industriels : automatisation, optimisation des cadences, efficacité énergétique, réduction de l'impact environnemental… 🚀 Vous développez des machines, des équipements ou des solutions innovantes pour le conditionnement ? ALLFORPACK EMBALLAGE PARIS est l'occasion de valoriser votre expertise, de présenter vos technologies en fonctionnement et de rencontrer des professionnels à la recherche de solutions concrètes pour améliorer leur performance industrielle. Venez retrouver vos clients, rencontrer des prospects de différentes industries et estimez votre participation : https://lnkd.in/dqKMWYB8

No new hires. No new AI tools. No waiting weeks for answers. Just a legal setup that works for your business today and scales with you as you grow. 👉 See how it works!

Too many flags slow you down. 🚩 The right checklist, built by a legal expert, keeps your AI focused on what matters. That's where we come in. Learn how!

Prepare for evolving aviation security requirements with expert-led EASA-approved Part-IS training from Airbus Protect.

Anticipez l'évolution des exigences en matière de sûreté aérienne grâce à la formation Part-IS approuvée par l'EASA et dispensée par les experts Airbus Protect.

Reduzieren Sie Energie- und Transportemissionen durch die werkseigene Herstellung von Wellpappe.

Launchpad gives SaaS teams a faster path to market without sacrificing quality. Customers routinely see 50%+ faster development, powered by a platform shaped by decades of enterprise-grade workflow expertise. ✅ Ship new SaaS features faster with smaller teams ✅ Reduce tech debt and platform maintenance ✅ Leverage proven workflows instead of building from scratch Move faster without cutting corners. Get started for free.

Pull data from every system, apply rules automatically and keep a complete audit trail. Download the free guide to automating documents at scale.

Der er brug for mange fagligheder for at få hverdagen til at fungere. Fremtidens byer kræver mere end gode intentioner. De kræver drift, planlægning og løsninger, der virker i praksis. Hver dag. I HOFOR arbejder vi med vand, energi og klimatilpasning i stor skala. Det gør vi på tværs af fagligheder og med respekt for, at arbejdet skal kunne holde både teknisk og menneskeligt. Hos os får du plads til at tage ansvar, og til at være en del af et fællesskab, der får tingene til at fungere. Lyder det som noget for dig?

We can't wait to be back in Istanbul, bringing together over 1,000 of CEECAT's senior decision makers, with this being our most connected edition yet! Our delegate list includes the likes of: HSBC, Citi, Morgan Stanley, ING, Société Générale, Emirates NBD, Garanti BBVA, Koç Holding, Sabancı Holding, DP World, MOL Group, SOCAR Türkiye, Turkish Airlines, Vodafone, Siemens Financial Services and more!

🔬 Same programme. Different responses. Why do older adults respond differently to the same exercise training programme? A new study published in the European Journal of Applied Physiology explores how individual factors influence improvements in muscle strength and physical performance following a 12-month training programme. The research, involving 288 older adults, found significant improvements in muscle strength and walking performance, while highlighting considerable differences in how individuals responded to training. 💡Key finding: Greater adherence to resistance training was associated with higher responsiveness across multiple physical outcomes. HUR’s air-pressure resistance training equipment and SmartTouch technology were used in the study’s training programme. We sincerely thank our research partners for their valuable work and continued contribution to advancing scientific knowledge in healthy ageing. 📖 Read the open-access study: https://lnkd.in/dCUX7mz7 #HUR #HealthyAgeing #StrengthTraining #ActiveAgeing #Research #EvidenceBasedExercise

🚨 Jonge kinderen moeten steeds meer, steeds eerder. Maar wanneer blijft er nog ruimte over om gewoon te spelen? Ontwikkeldoelen, thema’s en programma’s kunnen vrij spel, bewegen en ontdekken naar de achtergrond drukken. Terwijl je kinderen juist ruimte wilt geven om zich op hun eigen tempo te ontwikkelen. Tijdens Hot Topics in de kinderopvang laat Annerieke Boland zien hoe je ontwikkeling stimuleert zonder te verschoolsen. 🔥 Geef vrij spel, bewegen en ontdekken de ruimte 🔥 Daag kinderen uit zonder prestatiedruk 🔥 Maak pedagogisch vakmanschap zichtbaar in alledaagse spelmomenten 🔥 Volg het initiatief en tempo van het kind 👉 Laat kinderen spelen, niet presteren. Meld je aan voor Hot Topics 2027!

Ultra-flache, hochwertige Wellpappe aus eigener Herstellung.

This is what happens when the yard doesn't stay in the #yard. Lazer Logistics COO Phil Newsome joined Tom Raftery on the Resilient Supply Chain Roundtable to discuss the hidden causes of #supplychain delays, from trailer dwell and inventory inaccuracies to disconnected operations. The conversation explores how these challenges impact the yard, dock, and warehouse—and why turning operational visibility into action is critical to keeping #freight moving. Watch or listen to the full episode: https://brnw.ch/21x6Js1 #LazerLogistics #SupplyChain #YardLogistics #ResilientSupplyChain

"Iedereen doet maar wat." Dat bleek uit een AI-enquête bij een bouwbedrijf. Medewerkers gebruiken gratis accounts en privéaccounts, en soms gaan projectgegevens naar AI-tools buiten het zicht van IT. Bij bijna elke nulmeting zien we hetzelfde, ook bij organisaties met Copilot-licenties. Dat komt niet door onwil. Mensen willen gewoon beter werken. Verbieden helpt niet, want dan gaat het onder de radar door. Wat wel werkt is één veilige AI-omgeving die minstens zo fijn werkt, met data in Europa en volledig zicht voor IT. Benieuwd hoe het bij jullie zit? Doe de AI Gripscan op onze website. 👉 Meer lezen: https://lnkd.in/eWG2Bhup

Your website visitors are your warmest leads. Most of them leave without a word. With lemlist MCP, ask your AI assistant: "Create a campaign for my website visitors this week" lemlist finds who visited, builds the multichannel sequence and writes the copy. Campaign launched in less than 3 minutes.

Cloud público, privado, híbrido y, sobre todo, cercano. En Gigas unimos la potencia de la nube y el soporte experto 24/7 con el control de su información y datos. Para que su negocio crezca sin límites ni dependencias.

"We know, and we can prove, that when production, creative insight and data work seamlessly together, the spend on content is no longer a cost line item going out of the business. It's actually an investment in performance. It makes your media work harder. It makes your consumers engage with you more purposefully, and it drives business growth." - Richard Glasson, Global CEO, WPP Production. Devon's Point is our answer to how the world's leading brands can create at the speed modern marketing demands, without compromising on the craft that makes it land. Our new East London flagship brings together advanced AI-powered virtual production, modular studios and exceptional human craft under one roof. Connected through WPP Open, it functions as a self-briefing, high-performance engine – using real-time intelligence to adapt, scale and deliver highly targeted work across every global touchpoint. The result: content that drives stronger media performance, deepens consumer engagement and delivers measurable growth. This is what production looks like when it becomes a genuine driver of business performance – not a cost to manage, but a capability to build on. Learn more at the link in the comments 👇

Have 5+ years in construction sales or pre-engineered metal buildings? Own the Eastern Iowa territory with a 100% employee-owned contractor delivering $500K-$50M builds.

With #MapsInFabric only capable of displaying non-interactive layers, we wanted to ensure that #IconMapForFabric enables #GeospatialAnalytics through multi-layer, multi-source and interactive maps. Icon Map for #MicrosoftFabric allows you to add slicers, images and charts as tooltips, on the map canvas or in a dedicated visuals pane. Tooltips can be set sticky allowing you to scroll through multiple visuals, or through table content. You can assign different tooltips to different map layers. Charts are cross-filterable in both directions - clicking on the map will filter the charts and clicking on the charts will filter the map. The charts can also be automatically filtered as you zoom and pan the map. Will it scale and work with big datasets? This video shows a few examples and is built from nearly 17 million rows of data in a #PowerBI semantic model. Want to try this out yourself - sign up for the private preview : https://lnkd.in/ejhtbghC

I'm delighted to be hosting LSEG's annual webinar looking ahead to COP31. I'll be joined by Rachel Kyte, UK Special Representative for Climate, for a fireside chat, alongside colleagues from across LSEG's sustainable finance, capital markets, investment research and carbon research teams. Together, we'll explore the themes and priorities expected to shape discussions at COP31, and what they could mean for organisations and investors. 📅 2 November 2026 🕣 08:30–09:30 GMT Register now https://lnkd.in/e2dJW6UA #COP31 #SustainableFinance #LSEG

America Beyond Earth delivered. 🚀 The room was full of builders working at the edge of space, energy and defense. A highlight was meeting Major General Aaron Prupas, U.S. Air Force. He’s working on some interesting projects right in our wheelhouse. General, it was an honor. Let’s build. #AmericaBeyondEarth

Der Hyundai IONIQ 3 überzeugt mit kompakten Maßen, hoher Alltagstauglichkeit und überraschend viel Platz für jegliche Anforderungen. Dank beeindruckender Reichweite, kurzer Ladezeiten und intelligenter Konnektivität erleben Sie Elektromobilität so flexibel wie nie zuvor. Entdecken Sie jetzt, wie der Hyundai IONIQ 3 Sie zuverlässig durch Geschäftstermine, Arbeitswege und den Alltag begleitet. Jetzt Angebot anfordern.