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Resources

Insights on building real AI.

Articles, guides, and lessons from engineering production AI systems — not just theory.

AI

Why Custom AI Beats Off-the-Shelf Templates for Growing Businesses

Generic AI tools promise quick wins but rarely fit how your business actually operates. Here's what changes when AI is engineered around your real data and workflows.

June 2026 · 6 min read
Technology

The AI Readiness Checklist Every Business Should Run Before Hiring a Vendor

Before you sign with any AI consultancy, here are the data-maturity and process questions that separate a smooth engagement from a stalled one.

May 2026 · 8 min read
Machine Learning

RAG Explained for Business Leaders (No Jargon)

Retrieval-Augmented Generation is one of the most useful AI patterns for enterprise knowledge — here's what it actually does, in plain language.

May 2026 · 5 min read
Software Development

What We Learned Building Real-Time Fraud Detection at Scale

Lessons from engineering AVS FinGuard AI — the tradeoffs between detection accuracy, false positives, and transaction latency.

April 2026 · 7 min read
Career

From Internship to Offer: What We Actually Look For

A behind-the-scenes look at how AVS evaluates interns during live projects — and what consistently separates strong candidates.

April 2026 · 4 min read
AI

Predictive Maintenance in Manufacturing: The Real ROI Numbers

Downtime is expensive, but predictive maintenance isn't free either. Here's how to think about the actual return before you invest.

March 2026 · 6 min read