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Insights on Enterprise AI

Practical thinking on AI architecture, implementation, and strategy — written for leaders who are building with AI.

StrategyIn-house AIAI Consulting

Build AI In-House vs Hire a Consultancy: The Real Cost Comparison

The build vs buy decision for AI is more nuanced than most comparisons suggest. Here is what the full cost of each path actually looks like.

Rajesh PentakotaMar 10, 2026 · 9 min read
ROIBusiness CaseAI Strategy

How to Calculate the ROI of an AI Consulting Engagement

Vague promises about AI productivity gains will not get budget approved. Here is a concrete framework for calculating and justifying AI consulting ROI before you start.

Rajesh PentakotaMar 1, 2026 · 9 min read
Multi-AgentArchitectureLeadership

Multi-Agent Systems for Non-Technical Leaders: What You Need to Know

You keep hearing about multi-agent AI. Here is what it actually means, when you actually need it, and how to evaluate whether a vendor actually knows how to build it.

Rajesh PentakotaFeb 20, 2026 · 8 min read
ImplementationStrategyEnterprise AI

A 90-Day Enterprise AI Implementation Roadmap

Most AI projects fail not because the technology does not work, but because the rollout was not structured. Here is the 90-day framework we use with every enterprise client.

Rajesh PentakotaFeb 12, 2026 · 10 min read
AI AgentsRPAAutomation

AI Agents vs RPA: What's the Difference and When to Use Each

RPA works until it doesn't. AI agents handle exceptions natively. Understanding the boundary between the two saves you from expensive mistakes in both directions.

Rajesh PentakotaFeb 3, 2026 · 8 min read
AI ConsultingEnterpriseStrategy

How to Evaluate an AI Consulting Partner (10 Questions to Ask)

Most AI consulting pitches sound the same. Here are the ten questions that separate firms with real production experience from those who will hand you a prototype and disappear.

Rajesh PentakotaJan 24, 2026 · 9 min read
RAGFine-tuningArchitecture

RAG vs Fine-Tuning: How to Choose for Enterprise

Two techniques, very different tradeoffs. Here is a practical decision framework for enterprise teams trying to figure out which approach fits their situation.

Rajesh PentakotaJan 17, 2026 · 8 min read
AI AgentsEnterprise AIExplainer

What Agentic AI Actually Is (And Why Your Business Should Care)

Most AI implementations today are just fancy autocomplete. Agentic AI is something different — and understanding the distinction matters before you spend a dollar on it.

Rajesh PentakotaJan 10, 2026 · 7 min read