Start a project ↗
MASS journal

Thinking
for the work ahead.

These are working notes from MASS LLC: how to size automation, when an agent is the wrong tool, which process to touch first, and how to choose a product stack. Each subject has a starting article. Jump by topic, or read the full list—every piece is an ordinary link, not a filter that hides the rest.

Abstract model balancing automation costs, time savings, risk, and return
Start here · AI automation

How to Calculate the ROI of AI Automation Before You Build

A transparent cost model: implementation, ongoing operations, review time, errors, and break-even—with hypothetical figures labeled as such. Published 15 May 2026.

15 May 2026 · Updated 7 September 2026

Read article →

AI automation and agents

Start with the ROI guide, then read how agents differ from chatbots, then the support-agent design notes. Related service: Agentic AI.

Abstract model balancing automation costs01

How to Calculate the ROI of AI Automation Before You Build

15 May 2026 — Implementation, review time, error cost, and labeled scenarios Abstract AI agent network02

What an AI Agent Actually Does (and Does Not Do) for Your Business

15 April 2026 — Agents versus chatbots, one workflow, permissions, and oversight AI support assistant visual03

How to Design an AI Support Agent with Escalation and Evaluation

15 January 2026 — Knowledge, escalation, evaluation, and failure handling. Not an 80% case study

Operations and staffing

Start with which processes to automate first. Then the US staffing screening guide. Related service: Agentic AI.

Process automation network04

The 5 Business Processes You Should Automate First (and Why)

15 February 2026 — Volume, repeatability, data quality, exceptions, and when to wait Candidate screening automation visual05

Automating Candidate Screening: What Actually Works in US Staffing

15 December 2025 — Extraction, recruiter review, privacy, and bias risk. Not a hiring decision

Product and platforms

Start with what the first 90 days of an MVP should prove. Then the 2026 React Native versus Flutter comparison. Related service: Website development.

Digital product interface06

What the First 90 Days of a SaaS MVP Should Prove

15 March 2026 — Validation, scope, onboarding, and retention. Not a claim that most fail in 90 days Mobile application development visual07

React Native vs Flutter in 2026: How to Choose

15 November 2025 — Team, platforms, native work, accessibility. No universal winner

Related MASS services

The articles describe how we think about the work. The service pages describe what MASS actually builds.

Complex problems. Intelligent solutions.

Need a technical partner for your next website or AI automation project?

Start a project ↗