What are the most common legacy modernization techniques?
Legacy systems continue to support core operations, but they come with a steep price. According to Gartner, companies are set to allocate around 40% of their IT budgets this year to managing technical debt, much of it tied to outdated applications. In some organizations, particularly across the public sector, up to 80% of IT spending is […]
Top legacy modernization challenges
53% of organizations say their IT teams are spending more and more time managing technology and infrastructure, according to an Institute of Asset Management report. One reason is that, despite billions invested each year in digital transformation, many businesses still rely on outdated systems built decades ago. In fact, many core applications in banking, insurance, healthcare, and government still […]
On prem to AWS migration: Migrating a 4M LOC Legacy Java
In early 2024, we started a migration project that seemed simple at first: move a B2B SaaS platform from on-premise servers to AWS. The client handled compliance workflows and document processing for large European customers. The business case made sense, but the actual work was much more complicated. We inherited a Java monolith that had […]
Modernizing a 300,000-line ERP system: from legacy to modern stack
Legacy modernization often stalls at the executive level for one reason: perceived risk. When a core system supports reporting, operations, and revenue workflows, the fear of breaking it outweighs the desire to improve it. Over time, however, that hesitation creates a different kind of exposure, rising maintenance costs, slower change cycles, and growing hiring limitations. […]
Legacy modernization trends teams can’t ignore
 As technical debt compounds and customer expectations accelerate, organizations are rethinking how they improve aging systems without disrupting operations. From cloud-first architectures and API enablement to AI-driven automation, legacy modernization today is less about “rip and replace” and more about strategic transformation. This article explores the key legacy modernization trends shaping 2026. Introduction Most businesses […]
What happens when you run an AI agent for LinkedIn outreach?
The article outlines practical steps for automating business processes – LinkedIn outreach campaign with AI agent. Inside, we break down the real performance data: acceptance rates, interest rates, campaign variance, and uncover what actually drives results in B2B outreach. Introduction Recently, we built an AI agent to handle our LinkedIn lead generation. This step is […]
How to measure AI agent performance: Key metrics
Nowadays, it’s so easy to use AI agents. In many organizations, teams can move from just an idea to a production-ready agent in a matter of weeks. Such rapid AI implementation lowers the barrier to adoption and introduces a problem that many teams are not prepared for: understanding whether those agents are delivering real business value […]
Top 5 security risks of autonomous AI agents
Autonomous AI agents create amazing opportunities for businesses, but at the same time, they introduce new risks that demand attention. Business leaders are moving quickly toward agentic AI, and the motivation is easy to understand. These systems are goal-driven and capable of reasoning, planning, and acting with little or no human oversight. Tasks that once […]
Speech recognition in artificial intelligence
What used to feel optional is now expected. Speech recognition technology has moved from a convenience feature to a core part of how people interact with software, both at work and at home. Market data reflects a broader trend. The global speech and voice recognition market was valued at almost $10 billion in 2025 and is projected […]