INSIGHTS

Ideas that shape intelligent enterprise

Perspectives on enterprise AI, intelligent ERP, answer engine optimization, and the future of business software.

May 6, 2026·5 min read

AI Consulting vs AI Software Development: Which Do You Need?

A buyer guide for choosing between AI consulting, AI software development, AI product development, AI agents, data engineering, and AI Code Rescue.

AI ConsultingAI Software DevelopmentAI Product DevelopmentBuyer Guide

May 4, 2026·6 min read

Sample AI Code Rescue Audit Report

A sample AI Code Rescue audit report showing how Aatvi ranks launch blockers, important fixes, cleanup work, and rescue-vs-rewrite recommendations.

AI Code RescueAudit ReportProduction ReadinessVibe Coding

Apr 29, 2026·5 min read

When to Rescue vs Rewrite an AI-Generated MVP

A decision guide for founders, CTOs, and investors deciding whether an AI-generated MVP can be rescued or needs a rewrite.

AI Code RescueMVPProduct DevelopmentTechnical Due Diligence

Apr 24, 2026·6 min read

How to Clean Up a Vibe-Coded App Before Launch

A practical launch-hardening sequence for teams turning a vibe-coded prototype into production software.

Vibe CodingAI Code RescueStartup EngineeringProduction Readiness

Apr 20, 2026·7 min read

AI-Generated Code Audit Checklist: What to Review Before Launch

A practical checklist for auditing AI-generated code before production: auth, secrets, dependencies, data flows, tests, observability, deployment, and ownership.

AI Code RescueAI-Generated CodeSecurityProduction Readiness

Apr 15, 2026·5 min read

What Is AI Slop in Software Development?

AI slop in software is generated code that looks plausible but is brittle, insecure, duplicated, unowned, or disconnected from the real product problem.

AI SlopAI Code RescueSoftware QualityTechnical Debt

Mar 20, 2026·9 min read

The Future of Enterprise AI: What's Real, What's Next, and What Most Companies Are Getting Wrong

88% of companies say they use AI. Only 5% see real returns at scale. Here's what separates the companies that will actually benefit from enterprise AI in the next two years from the ones burning budget on pilots that never ship.

AIEnterpriseStrategyAgentic AIGovernance

Mar 10, 2026·6 min read

Why Your ERP Can't Predict Problems

Most enterprise software tells you what happened last quarter. Here's why that's not enough anymore, and what predictive intelligence actually looks like in practice.

ERPAIPredictive IntelligenceEnterprise

Mar 5, 2026·6 min read

The Real Cost of Departmental Silos

When your finance team can't see what's happening on the factory floor, decisions get made with incomplete data. The cost is bigger than most companies realize.

EnterpriseOperationsDataManufacturing

Mar 1, 2026·2 min read

What is Answer Engine Optimization (AEO)?

AEO is the practice of optimizing your content so AI assistants and search engines can directly cite your website in conversational answers.

AEOSEOAIEnterprise

Feb 20, 2026·6 min read

AI in Enterprise: What Actually Works vs What's Marketing

Every enterprise vendor claims AI. Most of it is keyword search with a chatbot skin. Here's how to tell the difference.

AIEnterprise SoftwareEvaluationTechnology

Feb 10, 2026·5 min read

Engineering for the Global Enterprise: Lessons from Ten Years of Enterprise Ops

What we have learned building enterprise intelligence software that works across currencies, languages, and regulatory frameworks — and why modern enterprises need an operating system, not another dashboard.

CompanyVisionEnterpriseGlobal