Skip to main content

Engineered With AI

Article & News

Day: December 29, 2025

Open Source vs Custom LLM: What Should Enterprises Choose?
CTO Insights
Open Source vs Custom LLM: What Should Enterprises…

Is your AI strategy a competitive asset or a recurring liability? Based on our experience working with enterprise-level clients, we’ve  found that high API spending often hits a point of diminishing returns. Given this, you must decide between high-cost frontier reasoning and the economic control of an open-source architecture. This choice defines our collective approach to intellectual property strategy for 2026. How Does an Open Source vs Custom LLM Framework Impact ROI? In 2026, we observe a distinct market bifurcation where proprietary models operate as a utility. In contrast, our open source vs custom LLM evaluations show that open models

Enterprise AI Orchestration Platform: CrewAI vs LangGraph vs Zapier
CTO Insights
Enterprise AI Orchestration Platform: CrewAI vs La…

It’s common for organisations to hit an agentic ceiling and we’ve observed this most often when departments use disconnected tools like CrewAI, LangGraph, and Zapier Central. This fragmented architecture leads to duplicated token spend and inconsistent data governance. We believe the competitive advantage has shifted toward a unified Enterprise AI orchestration platform. Such a layer serves as a central operating system for your digital workforce. Based on the work we’ve done with clients, we now believe that successful firms avoid monolithic builds and prioritize a flexible Enterprise AI orchestration platform to manage complex workflows. Which Architecture Best Fits Our Existing