Artificial intelligence
fromHarvard Business Review
10 hours agoThe Hidden Demand for AI Inside Your Company
Many corporate gen AI programs fail, leading employees to use personal AI tools secretly.
Sellafield Limited has awarded a £33 million contract to SAP for the 'Core HR SaaS Licensing to include Recruitment Module' as the first step in its ERP migration project. This contract is part of a larger plan to transition from the legacy SAP BS7 system to the currently supported SAP S/4HANA system.
Operational Excellence practices alone don't guarantee success; implementation quality, organizational culture, leadership commitment, and strategic alignment determine competitive outcomes. Banks implementing identical operational improvement methodologies like Lean and Six Sigma achieve vastly different results due to factors beyond the practices themselves. Success depends on how thoroughly organizations embed these approaches into their culture, the quality of implementation execution, leadership commitment to continuous improvement, and alignment with overall business strategy.
The biggest challenge is that Learning and Development is not positioned as a strategic function in many organizations. Instead, L&D often operates as a function for the sake of having a function. It is rarely used by executive leadership as a strategic support capability and is more often treated as a nice-to-have necessity rather than an integral part of business decision-making.
When you take the leap of faith to bring your vision, your idea, to life and start your company, you wear many hats and take on many tasks. You develop the business plan and deck pitch, help build a great product or service offering, create and implement the marketing strategies, make sales, handle customer service and get take-out for everyone during the late nights they're working.
When staff resort to copying data between spreadsheets, keeping shadow systems in Excel, or doing repetitive tasks that feel like they should be automated, something is wrong. These workarounds creep in gradually; a quick fix here, a temporary solution there, until suddenly your operations depend on a patchwork of manual processes. Workarounds rarely stay small. What begins as a simple spreadsheet to track information your CRM cannot handle eventually becomes a document that multiple team members depend on.
Markup is how much you add to your cost to get your selling price. If something costs $10 and you sell it for $15 , you added $5. That's a 50 percent markup on your cost. Where people get confused is that markup isn't the same as margin, even though the terms get used interchangeably all the time. Margin measures profit as a percentage of the selling price, and markup measures it based on your costs. Same dollar, different percentages.
Efficient business practices boost bottom lines, and finding the right balance begins with using the right productivity software tools. For entrepreneurs and small-business owners, time spent searching or navigating different tools could be better spent growing your company. Having the right productivity software in place isn't just convenient, it's essential for operational efficiency. The challenge many entrepreneurs face is balancing software costs with functionality.
We are now in a time of manufacturing where precision is more than a technical necessity; it's a business requirement. The more complex, globally dispersed and demanding things get, the less slack remains in the system. Under these circumstances tolerance management has become a decisive competence and affects competitiveness not only in terms of controlling costs, ensuring quality and improving production efficiency but also for long term market success.
Managing AI spending has become commonplace. Two years ago, 31 percent of organizations managed AI spending; today, 98 percent do. This is according to research by the FinOps Foundation. It shows that FinOps has definitively shifted from pure cloud management to broad technology value management. AI cost management is now a top priority, while AI value management is the most sought-after skill within teams.
It's about replacing entire layers of business process management with intelligent systems that route work, make recommendations, and execute decisions autonomously. PEGA builds workflow automation and CRM software specifically designed for this transformation. The company generates $1.73 billion in trailing revenue with a 16.1% profit margin, focusing on AI-driven customer engagement and process automation. Recent quarters show dramatic profitability improvement, with Q1 2025 delivering $85.4 million in net income after the company posted losses in 2022.