— INSIGHTS

Analysis, manifestos, industries.

A new article every two weeks. No clickbait, no chatbot writing for the author. Only what we have learned firsthand in practice.

— DEFINITION

yesfor.ai Insights are articles on AI transformation from an operator's perspective. Topics: organizational readiness, AI Readiness Score, data, governance, industries. Written by Arleta Marczynska, founder of yesfor.ai.

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AI Articles

Measuring AI's real value: new metrics for the agent era

Only 16% of firms report high, measurable value from AI. HBR proposes three layers of measurement that separate human, system, and joint contribution.

Jul 13, 2026·9 min read

AI Articles

Governing AI Agents: The New Control Layer for Companies

In June 2026 KPMG rolled out Agent 365 to 276,000+ staff. Governing AI agents, their identity, access and audit, is the new control layer for companies.

Jul 5, 2026·8 min read

AI Articles

OpenAI and Anthropic Now Sell Implementation, Not Just Models

OpenAI launched a $150M Partner Network and Anthropic a $1.5B services company. The AI value gap now sits in implementation, not the model itself.

Jun 22, 2026·7 min read

Trends

AI agents in 2026, Gartner predicts 40% of projects scrapped by 2027

AI agents are the hot trend of 2025-2026. Gartner predicts that 40% of projects will be scrapped by 2027. What that means for Polish companies considering agent deployments.

May 15, 2026·10 min read

Trends

Shadow AI in Polish companies, most employees use it without company approval

Half of employees in Polish companies use ChatGPT, Claude, Copilot, without the company's knowledge or a security policy. This is Shadow AI: risks, statistics, how to solve it.

May 8, 2026·8 min read

AI Deployment

Why 80% of AI projects in companies fail, an analysis of data from 1,300+ deployments

According to RAND, 80% of AI projects fail to deliver value, MIT reports 95% of GenAI pilots with no P&L impact, S&P Global finds that 42% of firms abandoned AI initiatives in 2025. What do these numbers really show? A review of 6 studies and 7 recurring causes of failure, without oversimplifying, with links to the original sources.

May 5, 2026·14 min read

Method

AI Readiness Score, our own assessment methodology

Eight areas. One hundred points. A clear verdict: is the company ready for AI or not. The yesfor.ai methodology.

Apr 10, 2026·9 min read

AI Deployment

The pre-deployment AI audit: why 80% of projects fail and what it looks like done right

A pre-deployment AI audit is a diagnosis of data, processes, and people before deployment. RAND: 80% of AI projects fail to deliver value. In 73% of cases the problem is not the model, but the absence of success metrics set before the start. See what a thorough audit covers, what it costs, and how to choose a provider.

Apr 2, 2026·16 min read

Manifesto

AI in your company, where to start in 2026

The definitive guide for CEOs. Most AI deployments show no ROI. What to do to be among the 5% that work.

Mar 10, 2026·12 min read