Compoze Labs

?? ???????? ?????????? ????????????????????????: ???????? ???????????? ?????????? ???????????????????? ?? Struggling with legacy systems but can't afford to start from scratch? You're not alone. Join us Tuesday, April 15th as we tackle the elephant in the room: how to actually implement AI without throwing away decades of investment in your existing systems. ???????? ???????? ????????: https://lnkd.in/etk2UzDb Our expert panel featuring Jeff Stothart (LCI - Lawinger Consulting, Inc.), Eric Carr and Jeffrey Rogers (Compoze Labs) will share: ?? A framework for assessing which systems to enhance vs. replace ?? Implementation patterns that deliver immediate AI value ?? Real-world success stories of incremental modernization ??? Concrete steps to begin your transformation journey No theoretical fluff. No "just rebuild everything" advice. Just practical strategies for making legacy and innovation work together. ???????????????? ?????? (even if you can't attend live - we'll send the recording): https://lnkd.in/etk2UzDb #LegacyModernization #AIImplementation #DigitalTransformation

AI's transformation is happening in weeks, not years. The pace of AI advancement is creating both opportunities and challenges at a speed we've never seen before. By working with our practical AI frameworks, you can stay ahead of industry shifts, protect your core business, and capture untapped growth opportunities.

AI’s power isn’t just in what it can do—it’s in how quickly it can learn and adapt. (Think Neo uploading kung fu skills in seconds ??) Unlike traditional software, AI can evolve with your business. It learns from new data, adapts to changing markets, and continuously refines its performance. That means you’re not just building a tool for today—you’re building a tool that grows with you tomorrow. Imagine implementing a solution that gets smarter and more efficient the longer it’s in use. That’s the magic of AI. What’s one challenge you’d love to see AI solve for your business over the next year? #AIInBusiness #SmartTech #InnovationAtWork

We recently came across a thought-provoking study from METR that resonates with many conversations we're having with clients. AI capabilities are doubling every 7 months when measured by the complexity of tasks they can complete. It's both exciting and a bit overwhelming to consider, isn't it? Today's AI excels at tasks that would take us an hour or two, but within just a few years, these systems might handle projects that currently occupy our teams for days or weeks. This isn't just about technology – it's about people. How will this transform the way we work? What opportunities will it create for our teams to focus on more creative, fulfilling work? What challenges might we face in adapting? At Compoze Labs, we're partnering with organizations navigating these questions every day. There's no one-size-fits-all approach, but there is tremendous potential to harness these advances in ways that genuinely help your business and your people thrive. Want to take a look at the study yourself? Check it out here: https://lnkd.in/gWpeChk3 #AIEvolution #HumanCenteredTech #FutureOfWork

Speed to market can mean the difference between success and failure. But here’s the catch: moving fast without strategy can be just as risky. That’s where a dynamic product strategy comes in. It’s not just about launching a product—it's about creating a strategy that evolves with market shifts, user feedback, and technology advancements. Successful product teams think beyond the initial launch. They plan for iteration. They measure. They adapt. What’s your plan for evolving your product in 2025? #ProductStrategy #ContinuousInnovation #GrowthMindset

Feeling like your big ideas are stuck behind a wall of dusty, outdated tech? Legacy systems can silently sabotage innovation by bogging down new product launches, creating messy data problems, and blocking you from seizing new opportunities. But here’s the good news: you don’t have to tear everything down to move forward. ?????? ?? ???????????? ?????????????????????????? ????????????????: - Add modern “wrappers” (data abstraction layers) around older systems so you can tap into that historical data—no painful overhaul required. - Migrate critical workloads to the cloud in small steps, letting you keep daily operations running without disruption. Ready for more strategies to tackle your data headaches? Check out the rest of our tips: https://lnkd.in/e3ygN6bX #LegacySystems #DataIntegration #Innovation #Modernization

Data quality might not sound like the life of the party, but it’s the real MVP when it comes to getting consistent, accurate insights. Poor-quality data can derail big initiatives, waste precious time, and sink millions of dollars each year. That’s why it’s worth investing in everything from lightweight data governance processes and small pilot projects to ongoing audits and data enrichment—because that’s what transforms “messy” into “meaningful.” Whether you’re smoothing out duplicate records, plugging missing values, or bringing in external data for deeper context, each step strengthens your analytics and fuels smarter decisions. It’s not about throwing fancy tools at the problem, either. Focus on the business use cases that matter most, generate quick wins, and scale from there. The payoff? Less confusion, faster progress, and an organization that trusts its own dashboards and metrics. Hungry for more on how to keep data clean, consistent, and ready for real insights? Check out the full article on “How to Clean and Prepare Data for Analysis.” You’ll find practical tips to take your data from chaos to clarity—without drowning in endless spreadsheets!

Is your product development process based on gut feelings instead of data? It’s time for a change. When you develop products based on data, you’re not just guessing—you’re making decisions based on real insights. Here’s how it works: 1. Build the Right Features - Focus on what users actually want - Make sure there’s demand in the market - Keep track of how people use your product - Measure what’s working and what’s not 2. Understand Your Customers - Get feedback directly from users - Study user behavior and habits - Collect feedback consistently - Map out the user journey to improve experience 3. Align Your Team - Make sure your team has the technical skills needed - Use resources efficiently - Plan for ongoing maintenance - Make sure the product can grow as your business does By focusing on data, you can turn your product development process into a clear, strategic path to success. Learn more about validating your ideas before you build: https://lnkd.in/eSADHgcz #ProductStrategy #Innovation #TechLeadership #ProductDevelopment

?? ?????? ???????? ???? ?????? ???????? ????????’?? ?????? ???????????????????? Let’s imagine: 7:00 AM: Predictive analytics send insights to your inbox, so you’re ready to tackle the day. 9:00 AM: Chatbots handle routine customer questions, leaving your team free to focus on strategic work. 12:00 PM: AI-powered tools identify inefficiencies in your workflow—saving hours of manual labor. 3:00 PM: Your dashboard surfaces trends before they even hit your radar. This isn’t the future. This is what’s happening right now for businesses embracing AI. So, here’s the question: What would your day look like if AI was on your side? #AIForBusiness #FutureOfWork #AutomationWins

Ever felt like you’re swimming in data, but drowning in confusion? It’s not the data that’s the problem—it’s the structure. The right data can unlock massive opportunities, but only if it’s organized and aligned with your goals. Whether it’s predictive analytics, machine learning, or just good old-fashioned dashboards, the goal is the same: transform raw data into actionable insights. Let’s stop treating data like a spreadsheet and start treating it like a strategic asset. How are you setting up your data for success this year? https://lnkd.in/efcvhdBG #DataTransformation #SmarterDecisions #StrategicGrowth