TECHNOLOGY → BUSINESS → CAPITAL

Technology's story
continues after
deployment.

Beyond what a model can do.
We study AI in real workflows:
who pays the costs, creates value and keeps the profits.

Read the first issue

INDEPENDENT RESEARCH / BY LIMERICK / REVIEW EDITION

THE DEPLOYMENT GAPFIG. 001

From technical feasibility to a viable businessResearch framework · Not measured data

Latest research

THE JOURNAL / 001

01First issue
REVIEW EDITION

AI AGENTS · IN-DEPTH RESEARCH

AI Agents from Demo to Production: Who Turns Reliable Execution into Profit?

A demo demonstrates capability. Production tests the economics. Follow task acceptance, human takeover and software margins to build a thesis that evidence can overturn.

LIMERICK / OCT 2026 / FIRST REVIEW DRAFT

Follow the same thread

RESEARCH AGENDA

From demos to production

Tool use, permissions, evaluation and human takeover. Turn a claim of completion into a measurable workflow.

First issue · Read now ↗

From deployment to business

Procurement, delivery, pricing and retention. What separates revenue growth from real customer value?

Research agenda · Not yet published

From business to investment

Profit capture, competition and falsification criteria. Build long-term research rather than trading slogans.

Research agenda · Not yet published

OUR RESEARCH STANDARD

Take a clear position.
Keep the evidence distinct.

Begin with primary sources. Separate what companies say, what the data establishes and what we infer. Every major judgment should provide a path to verification.

Explore the evidence

01 / FACTS: Primary sourcesFinancial reports, papers and technical documentation. State the source, date and limits.
02 / CLAIMS: Company and team disclosuresKeep case studies and operating metrics attributed. They are not independent audits or universal industry results.
03 / INFERENCE: Judgment and scenario modelsMake assumptions and calculations explicit, including what evidence would change the conclusion.
04 / OPEN QUESTIONS: What we do not know yetDo not fill missing data with a story. Turn uncertainty into the next question to investigate.

OPEN RESEARCH

Read freely.
Check the reasoning.

Full articles, source ledgers and interactive models are open. Explore the sources, replace the assumptions and test whether the conclusions hold.

Get research materials

A NOTE FROM THE EDITOR

limerick

An independent technology publication by limerick. Starting with AI in real use, we follow products, organizations and business models toward better-grounded investment research.

We ask what actually changes once technology is deployed.

This review edition is for content and design review. Research is for information exchange and is not investment advice.