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Field notes from production AI.

Long-form essays from the engineers shipping AI inside payers, hospitals, energy operators and proptech platforms. Written for technology leaders who care more about what runs in production than what trended last week.

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Field notes, sorted by recency.

1463 essays
TECHNOLOGY What ITConsultingActually Solves. Discover what IT consulting actuallysolves for businesses-from operational… PLAN BUILD MEASURE IMPROVE CONSULTING
Insights · Feb 3, 2026

What IT Consulting Actually Solves

Discover what IT consulting actually solves for businesses-from operational bottlenecks to scalability, security, and digital transformation. A practical, no-fluff guide for leaders. URL Slug

5 min read
TECHNOLOGY AI InventoryForecasting:Where It Works. Discover where AI inventory forecastingdelivers real value, where it struggles… 01 Assess 02 Design 03 Ship 04 Operate
Insights · Feb 3, 2026

AI Inventory Forecasting: Where It Works

Discover where AI inventory forecasting delivers real value, where it struggles, and how businesses use AI-driven demand forecasting to optimize inventory and reduce costs.

7 min read
TECHNOLOGY Machine Learning vsRule-BasedAutomation. Compare machine learning vs rule-basedautomation. Learn differences, examples… MACHINELEARNING /RULE-BASED… Machine Learning Best fit for your caseSimpler to operateLower switching cost Rule-Based Automation Added complexityHeavier toolingSteeper learning curve
Insights · Feb 3, 2026

Machine Learning vs Rule-Based Automation

Compare machine learning vs rule-based automation. Learn differences, examples, costs, scalability, and when to use each approach in modern enterprise systems.

5 min read
TECHNOLOGY AI ChatbotDevelopment:ArchitectureOverview. Learn how AI chatbot developmentarchitecture works, including NLP, LLMs… AI CHATBOT DO Define ownership earlyMeasure before scalingBuild for observability AVOID Unclear accountabilityPremature optimizationBlack-box systems
Insights · Feb 3, 2026

AI Chatbot Development: Architecture Overview

Learn how AI chatbot development architecture works, including NLP, LLMs, integrations, security, scalability, and enterprise deployment best practices.

5 min read
TECHNOLOGY Generative AI UseCases ThatDeliver ROI. Explore proven generative AI use casesthat deliver real ROI across marketing… 01 Assess 02 Design 03 Ship 04 Operate
Insights · Feb 3, 2026

Generative AI Use Cases That Deliver ROI

Explore proven generative AI use cases that deliver real ROI across marketing, finance, retail, manufacturing, and operations. Practical examples, not hype.

6 min read
TECHNOLOGY When Headless CMSMakes Sense. Learn when a headless CMS is the rightchoice, how it compares to traditional… HEADLESSCMS DO Start from metricsShip incrementallyAutomate the guardrails AVOID Big-bang rolloutsSkipping discoveryManual, ad-hoc checks
Insights · Feb 3, 2026

When Headless CMS Makes Sense

Learn when a headless CMS is the right choice, how it compares to traditional CMS platforms, real-world use cases, architecture benefits, and when to avoid it.

6 min read
TECHNOLOGY CMS MigrationWithout BreakingSEO. Learn how to migrate your CMS withoutlosing SEO. A practical guide covering… 01 Discover 02 Prototype 03 Harden 04 Roll out
Insights · Feb 3, 2026

CMS Migration Without Breaking SEO

Learn how to migrate your CMS without losing SEO. A practical guide covering redirects, metadata, tools, checklists, and best practices.

6 min read
TECHNOLOGY Kentico vs AEM vsContentful: ADecision Guide. Compare Kentico, Adobe ExperienceManager, and Contentful to choose the… PEOPLE PROCESS PLATFORM PRACTICE KENTICO AEM
Insights · Feb 2, 2026

Kentico vs AEM vs Contentful: A Decision Guide

Compare Kentico, Adobe Experience Manager, and Contentful to choose the right enterprise CMS based on architecture, scalability, integrations, and cost.

6 min read
TECHNOLOGY How to Choose theRight CMS for YourBusiness. Learn how to choose the right CMS foryour business based on goals… CHOOSERIGHT DO Define ownership earlyMeasure before scalingBuild for observability AVOID Unclear accountabilityPremature optimizationBlack-box systems
Insights · Feb 2, 2026

How to Choose the Right CMS for Your Business

Learn how to choose the right CMS for your business based on goals, scalability, SEO, security, and growth, without overpaying or having to rebuild later.

6 min read
TECHNOLOGY DevOps Is Not Tools:It’s a DeliverySystem. DevOps does not just mean tools, andthere are many reasons why DevOps is a… DEVOPSTOOLS DO Define ownership earlyMeasure before scalingBuild for observability AVOID Unclear accountabilityPremature optimizationBlack-box systems
Insights · Jan 22, 2026

DevOps Is Not Tools: It’s a Delivery System

DevOps does not just mean tools, and there are many reasons why DevOps is a Delivery Model that ultimately drives speed, reliability, and results that stack up over time as there are reasons why…

8 min read
TECHNOLOGY AWS vs GoogleCloud: When toUse What. Compare AWS vs Google Cloud across cost,services, scalability, AI, security, and… AWS /GOOGLECLOUD: AWS Best fit for your caseSimpler to operateLower switching cost Google Cloud: Added complexityHeavier toolingSteeper learning curve
Insights · Jan 22, 2026

AWS vs Google Cloud: When to Use What

Compare AWS vs Google Cloud across cost, services, scalability, AI, security, and use cases. Learn when to choose AWS or Google Cloud for your business.

5 min read
TECHNOLOGY Cloud MigrationMistakes That CostMillions. Discover the most expensive cloudmigration mistakes companies make-and… 100% EFFORT MIX Planning 32% Delivery 26% Testing 24% Support 18%
Insights · Jan 22, 2026

Cloud Migration Mistakes That Cost Millions

Discover the most expensive cloud migration mistakes companies make-and how to avoid cost overruns, outages, security risks, and failed transformations.

5 min read
TECHNOLOGY Cloud ApplicationDevelopment: APractical Guide. A practical guide to cloud applicationdevelopment covering architecture… 100% EFFORT MIX Planning 32% Delivery 26% Testing 24% Support 18%
Insights · Jan 22, 2026

Cloud Application Development: A Practical Guide

A practical guide to cloud application development covering architecture, costs, security, scalability, and best practices for building cloud-native software.

5 min read
TECHNOLOGY Software DevelopmentCost Drivers YouCan’t Ignore. Get to know the key software developmentcosts associated with scope and… 100% EFFORT MIX Build 32% Integrate 26% Secure 24% Operate 18%
Insights · Jan 22, 2026

Software Development Cost Drivers You Can’t Ignore

Get to know the key software development costs associated with scope and architecture, teams and technology debts and what is most effective in controlling those costs while still allowing for growth.

9 min read
TECHNOLOGY How to Evaluate aCustom SoftwareDevelopment Company. Evaluate custom software developmentcompanies based on delivery quality… 01 Discover 02 Prototype 03 Harden 04 Roll out
Insights · Jan 22, 2026

How to Evaluate a Custom Software Development Company

Evaluate custom software development companies based on delivery quality, process, costs, risks and long-term fit using practical outcome-based criteria that correlate with the long-term success…

8 min read
TECHNOLOGY Dedicated SoftwareTeams vs ProjectDelivery. Compare the two engagement models ofdedicated software teams and project… DEDICATEDSOFTWARE /PROJECT… Dedicated Software Best fit for your caseSimpler to operateLower switching cost Project Delivery Added complexityHeavier toolingSteeper learning curve
Insights · Jan 22, 2026

Dedicated Software Teams vs Project Delivery

Compare the two engagement models of dedicated software teams and project delivery, including how to determine which is better suited to your needs, as well as costs, timeline, risk factors, etc...

8 min read
TECHNOLOGY Offshore SoftwareDevelopment: WhatActually Works. Learn what works in Offshore SoftwareDevelopment, the types of proven models… OFFSHORESOFTWARE DO Define ownership earlyMeasure before scalingBuild for observability AVOID Unclear accountabilityPremature optimizationBlack-box systems
Insights · Jan 22, 2026

Offshore Software Development: What Actually Works

Learn what works in Offshore Software Development, the types of proven models, some of the risk and costs, as well as how to build successful Offshore Teams.

8 min read
TECHNOLOGY Managed ITInfrastructure vsIn-House Teams. Weigh the advantages of using Managed ITInfrastructure versus In-House IT Teams… MANAGED IT/ IN-HOUSETEAMS Managed IT Best fit for your caseSimpler to operateLower switching cost In-House Teams Added complexityHeavier toolingSteeper learning curve
Insights · Jan 22, 2026

Managed IT Infrastructure vs In-House Teams

Weigh the advantages of using Managed IT Infrastructure versus In-House IT Teams to determine which method of IT Operation best meets your company's specific needs for Cost, Security, Scalability,…

8 min read
TECHNOLOGY Custom Softwarevs Off-the-ShelfTools. Learn how to differentiate betweencustom software and generic software… CUSTOMSOFTWARE /OFF-THE-SHELF… Custom Software Best fit for your caseSimpler to operateLower switching cost Off-the-Shelf Tools Added complexityHeavier toolingSteeper learning curve
Insights · Jan 22, 2026

Custom Software vs Off-the-Shelf Tools

Learn how to differentiate between custom software and generic software, including their respective costs, promised features, scalability and return on investment. Therefore, you will be able to…

9 min read
TECHNOLOGY Digital ProductDevelopment FromIdea to Scale. A practical guide to digital productdevelopment-from idea validation and MVP… DIGITALPRODUCT DO Define ownership earlyMeasure before scalingBuild for observability AVOID Unclear accountabilityPremature optimizationBlack-box systems
Insights · Jan 22, 2026

Digital Product Development From Idea to Scale

A practical guide to digital product development-from idea validation and MVP to scaling, architecture, and long-term product success.

5 min read
TECHNOLOGY MVP Development: Howto Avoid FeatureBloat. Get strategies for minimizing the numberof unnecessary features in your minimum… MVPDEVELOPMENT DO Define ownership earlyMeasure before scalingBuild for observability AVOID Unclear accountabilityPremature optimizationBlack-box systems
Insights · Jan 22, 2026

MVP Development: How to Avoid Feature Bloat

Get strategies for minimizing the number of unnecessary features in your minimum viable product. A step-by-step method to build focused MVPs that validate your idea, minimize expense, and allow…

9 min read
TECHNOLOGY UX DesignMistakes ThatKill Adoption. By reading this guide, you will learnabout common useability design errors… STRATEGY DELIVERY GOVERNANCE SCALE UX DESIGN
Insights · Jan 22, 2026

UX Design Mistakes That Kill Adoption

By reading this guide, you will learn about common useability design errors that can prevent product useability/repeat use/continued use and how to use usability principles to rectify the above.

10 min read
TECHNOLOGY Product Engineeringvs FeatureDevelopment. Understand the difference betweenproduct engineering and feature… PRODUCTENGINEERING/ FEATURE… Product Engineering Best fit for your caseSimpler to operateLower switching cost Feature Development Added complexityHeavier toolingSteeper learning curve
Insights · Jan 22, 2026

Product Engineering vs Feature Development

Understand the difference between product engineering and feature development, and why feature-driven teams struggle to scale while product engineering teams win.

6 min read
TECHNOLOGY When an MVPBecomes a RealProduct. Find out when your MVP is ready forscale, the indicators to look for, and… 100% EFFORT MIX Build 32% Integrate 26% Secure 24% Operate 18%
Insights · Jan 22, 2026

When an MVP Becomes a Real Product

Find out when your MVP is ready for scale, the indicators to look for, and how to transition an MVP without losing momentum as you develop a scale-ready product.

10 min read
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