Insights & Articles

AI & Data Engineering Blog

Expert perspectives on AI, data engineering, and digital transformation from the 3ALICA team

Forward Deployed Engineering
August 31, 2026
What Is a Forward Deployed Engineer, and When Do You Need One?
A forward deployed engineer writes production code inside your systems and owns delivery through to release, rather than recommending what you should build. The role grew out of Palantir and spread through AI companies as hiring demand accelerated in 2025. Here is what the job contains, how it compares with four adjacent roles, and the questions that separate a real one from a renamed consultant.
5 min readRead more →
AI Factory
August 27, 2026
The AI Factory: How a Coding Loop Earns the Right to Run Without You
An AI Factory is many harnessed agent loops landing on trunk through gates that a machine can check. A loop earns unattended work from the properties of its oracle, not from the quality of its model, and here is the method that decides it.
18 min readRead more →
Distribution
July 27, 2026
Your Drivers Know More About Your Business Than Your ERP
Delivery drivers see what no system records: a customer that moved, a dock that closes at 2, a competitor's cooler in the back. Here is why that intelligence never reaches the ERP and how to capture it.
6 min readRead more →
Distribution
July 27, 2026
What Does a Warehouse Manager's Monday Look Like With Real-Time Visibility?
A composite scenario of a warehouse manager's Monday morning before and after visibility and automation, from fire-fighting by 9 AM to spending the morning on planning instead.
6 min readRead more →
AI
July 27, 2026
What Can AI Actually Do for a Small or Mid-Sized Business in 2026?
AI is the buzzword everyone is selling in 2026. For a $20M to $200M business, a minority of what gets pitched actually works. What is real, what is hype, the vendor red flags, and a four-question test.
7 min readRead more →
Distribution
July 20, 2026
What Happens to the Order Entry Clerk When You Digitize Phone Orders?
Digitizing phone orders retires the typing, not the person. What the order entry role actually becomes, what BLS data honestly says about the job, and why the same team can cover more volume.
7 min readRead more →
AI
July 19, 2026
Why Should SMBs Start With Visibility Before AI and Prediction?
AI prediction built on data you cannot yet see is the most common way for an SMB to waste an operational tech budget. The reliable order is see, understand, automate, then predict, and here is why.
7 min readRead more →
Distribution
July 18, 2026
How Should SMB Distributors Manage Inventory When 2026 Tariffs Keep Changing?
The 2026 tariff picture keeps shifting, and SMB distributors without real-time inventory and landed-cost visibility are making buying decisions blind. What the current rates are, how they hit HVAC and food, and three moves that help.
7 min readRead more →
Distribution
July 13, 2026
What a Distribution Branch Manager's Day Looks Like Without Excel
A composite scenario of a distribution branch manager's morning before and after a data visibility layer, from five spreadsheets and manual reconciliation to one real-time dashboard.
6 min readRead more →
Automation
July 12, 2026
Does Automating a Task Replace the Person or Just the Busywork?
Automating a task replaces the busywork, not the person. Why SMB automation stalls on trust, not technology, and how to start with the work a team already hates.
6 min readRead more →
Distribution
July 12, 2026
Why 15-25% of Distribution Routes Run at a Loss Until You Measure Them
Most food distributors know their overall margin but not their margin per route. When they finally measure it, 15 to 25 percent of routes are running at a loss. Here is why, and how to see it.
6 min readRead more →
Pricing
July 9, 2026
How Much Profit Walks Out When a Pricing Expert Retires?
In most SMB distributors, pricing knowledge lives in one person's head. When they retire, margin drifts, and a 1% price change moves operating profit about 8%.
6 min readRead more →
AS/400
July 6, 2026
Does an AS/400 Need Replacing, or Just Something Built Around It?
An AS/400 rarely needs replacing. It runs transactions with near-perfect uptime. Visibility, mobile access, and lot traceability can be added with a layer around it.
6 min readRead more →
Software Sprints
July 6, 2026
How Much Should It Cost to Fix One Operational Process?
Operational software does not have to cost six figures. Here is what a fixed-scope $30,000 to $80,000 sprint covers, and how it compares with hiring or buying.
6 min readRead more →
Demand Forecasting
July 2, 2026
Why Does a Bad Cooling Season Forecast Cost up to 30% a Year in Overstock?
A weak cooling season forecast leaves HVAC distributors holding overstock that costs 20% to 30% a year, plus lost sales and rebate margin. Here is the fix.
6 min readRead more →
Operations
June 24, 2026
Why Do Your Best Operations People Quietly Hate Your Software?
Your best operations people cover software gaps with private spreadsheets. That builds key-person dependency, and replacing them costs 50 to 200% of their salary.
6 minRead more →
ERP
June 23, 2026
Is Your ERP Really the Problem, or Are You Just Missing a Layer?
Most distributors do not need a new ERP. A reporting and automation layer fixes the gaps in 4 to 8 weeks, while full replacement fails 55 to 75% of the time.
7 minRead more →
Phone Orders
June 8, 2026
Why Do 60-70% of Food Distribution Orders Still Come in by Phone?
Regional food distributors still take 60-70% of orders by phone. Manual order entry costs $50 to $150 per order. Here is how to keep the call and cut the cost.
7 min readRead more →
Sprint Implementation
June 8, 2026
Why Do Most Operations Software Projects Take 12 Months to Prove They Were Wrong?
50% of ERP projects fail on first attempt. A sprint-based implementation delivers one working module on real data in 6 to 8 weeks, before you sign a $200K contract.
12 min readRead more →
operations software
June 3, 2026
Why Does Your Team Go Back to Excel Three Months After a New System Launch?
68% of mid-market businesses regret their last software purchase. Learn why frontline teams reject new systems and what to do before implementation to prevent it.
15 min readRead more →
Custom Modules
June 1, 2026
Do SMBs Really Need Enterprise ERPs? 5 Signs You Should Build Custom Operational Modules Instead
Custom operational modules replace bloated enterprise ERPs by delivering targeted workflows. This prevents massive spending on unused software capabilities.
6 min readRead more →
Epicor P21
May 31, 2026
Data Visibility Layer: Fix Epicor P21 Reporting Crisis
A Data Visibility Layer extracts real-time Epicor P21 insights, solving margin leakage and manual reporting without relying on slow SSRS or Crystal Reports.
6 min readRead more →
ERP
May 31, 2026
ERP Augmentation Strategy: Modernize Without Disruptions
ERP augmentation provides a low-risk framework to modernize legacy systems by integrating specific new capabilities, avoiding full replacement costs.
7 min readRead more →
Data Engineering
April 9, 2026
Snowflake Data Architecture for Infor SX.e: Predictive Inventory Rebalancing for HVAC Seasonality
How mid-market HVAC distributors can prevent $2M in Q2-Q3 seasonal stockouts by decoupling Infor SX.e analytics using Snowflake and AI telemetry.
7 min readRead more →
AI
March 28, 2026
Building Production-Ready LLM Pipelines with RAG Architecture
Learn how to design and deploy retrieval-augmented generation systems that scale. We cover vector databases, chunking strategies, and real-time inference optimization.
2 min readRead more →
Data Engineering
March 15, 2026
Data Lakehouse Architecture: What It Is and When It Fits
Discover how to unify your data warehouse and data lake with modern lakehouse patterns using Delta Lake, Apache Iceberg, and cloud-native solutions.
2 min readRead more →
Machine Learning
March 1, 2026
ML Model Monitoring: Detecting Drift and Ensuring Reliability
A practical guide to monitoring machine learning models in production. Learn about concept drift, data quality checks, and automated retraining pipelines.
2 min readRead more →

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