Don’t be a Scrooge when it comes to AI’s role in enterprise software

AI Strategy for Enterprise Software 2025 – Context, Orchestration & Compliance strategy 2025 : leverage context windows, multi‑model orchestration, and regulatory transparency to cut engineering hours and stay compliant."> { "@context": "https://schema.org", "@type": "Article", "headline": "AI Strategy for Enterprise Software 2025 – Context, Orchestration & Compliance", "author": {"@type":"Organization","name":"TechPulse"}, "datePublished":"2025-12-04", "articleBody":"...content omitted..." } AI Strategy for Enterprise Software in 2025: Leveraging Context Windows, Multi‑Model Orchestration, and Regulatory Transparency In 2025 the AI landscape has crystallized around flagship models such as Claude 3.5 Sonnet, GPT‑4o, Gemini 2.5 Pro, and emerging o1‑preview. For enterprises the decisive differentiator is no longer raw compute or generic performance; it is context window size, knowledge freshness, and the ability to orchestrate multiple models dynamically . This article translates those technical realities into concrete business strategies that CTOs, enterprise architects, product leaders, and finance executives can deploy today. Model registry implementation is a prerequisite for dynamic routing, while AI compliance frameworks provide the audit scaffolding needed to satisfy upcoming regulations. Table of Contents Executive Summary Strategic Business Implications of Context Window Size Freshness as a Competitive Advantage Multi‑Model Orchestration: From Monolith to Marketplace Regulatory Transparency and Auditability Cost Analysis: Input vs. Output Pricing Dynamics Future Outlook: Beyond Text – Multimodal Reasoning Implementation Checklist for Executives Key Takeaways for Decision Makers Executive Summary Context Window Advantage: Claude 3.5 Sonnet’s 200K‑token window reduces preprocessing overhead by up to 30% for long‑form documents. Freshness Edge: Sonnet’s April 2024 cutoff outpaces GPT‑4o’s October 2023, shortening time‑to‑value in fast‑moving sectors. Cost Dynami