— PRINCIPLES, NOT HYPE —

Not every company is ready for AI. Is yours?

A readiness audit in 2 weeks. A clear verdict: do we start with deployment or with the foundation. 95% of GenAI deployments generate no ROI*, because organisations skip this step.

* MIT NANDA, 2025

— DEFINITION

yesfor.ai is a Polish consulting firm specialising in AI transformation for medium and large enterprises. We diagnose organisational readiness, optimise processes and consolidate data sources before deploying GenAI solutions. Our methodology: „order first, AI second”.

„Only 5% of GenAI deployments generate a measurable return. The rest burn budgets.”

— MIT NANDA, „The GenAI Divide: State of AI in Business”, July 2025

95%

of GenAI deployments have no ROI

MIT NANDA, 2025

40%

of agentic AI projects to be cancelled by 2027

Gartner, 2025

78%

of employees bring their own AI tools to work (BYOAI)

Microsoft Work Trend Index, 2024

up to 80%

public funding (KFS) for AI training and deployment in Poland

Poland, 2026

— yesfor METHOD

Six pillars. One sequence.

Before we deploy AI in your company, we move through the six steps of the yesfor method. Each one ends with a concrete, measurable result. Without a result, we do not move on to the next step.

Y01

YOU

Starting point

Your company as the context. We diagnose where you are today: processes, data, teams, tools. We do not deploy AI without an audit.

Result

AI Readiness Score (0-100 scale) with a map of priority areas.

E02

ENVIRONMENT

Security and compliance

Audit of compliance with GDPR, the AI Act and internal security policy. Identification of Shadow AI in the organisation. A policy for the safe use of GenAI tools across teams.

Result

AI policy, compliance audit, data protection plan.

S03

STRUCTURE

Process mapping

Mapping of key business processes. Identification of bottlenecks, duplication and areas where AI will genuinely add value. Order before automation.

Result

AS-IS and TO-BE process map, list of priority areas for AI deployment.

F04

FOUNDATION

Data consolidation

Audit of data sources. Consolidation into one coherent base. Checks of quality, structure and access. Without organised data, AI produces wrong results.

Result

Data architecture, migration plan, data governance rules.

O05

OPERATIONS

Deployment and adoption

A pilot on a selected process. Measurable indicators. Change management, so the team knows why, how and when it uses AI. Scaling only after results are confirmed.

Result

Deployment pilot, scaling plan, team adoption report.

R06

ROI

Measurable return

An ROI report before every expansion phase. Conclusions, iteration, optimisation. Without a measurable return we go back to diagnostics. We do not deploy AI further without an audit.

Result

ROI report with conclusions, plan for the next iteration or project close.

— ENGAGEMENT MODELS

Three engagement models. Matched to your company's structure.

We set the scope of engagement after the initial audit. The choice of model depends on IT maturity and the state of data in the organisation.

— TEAM

The people behind it.

Operations, commercial law and AI engineering in one team. That is why a deployment ends up orderly, compliant and grounded in real processes.

Arleta Marczyńska

Arleta Marczyńska

Founder, author of the YESFOR method

16 years of operational work in business. Creator of the principle „order first, AI second”.

Dominika Dutkiewicz

Dominika Dutkiewicz

Commercial law, AI Act and risk management

17 years advising boards on compliance, restructuring and limiting legal risk.

Daniel Boba

Daniel Boba

Engineer, Architect

Builds software, automation and AI deployments for international teams, with a focus on real value, not hype.

— COMPARISON

yesfor.ai vs a typical AI consulting firm.

Five areas where our approach differs from the market standard.

Criterionyesfor.aiA typical AI consulting firm
Readiness auditMandatory before every AI deploymentOptional, done „along the way”
AI vendor choiceVendor-agnostic (OpenAI, Anthropic, Google, on-prem)Partner-locked to a specific provider
ROI measurementWeeks, ROI report before every scaling phaseQuarters, ROI declared in the closing deck
Engagement modelFull deployment OR internal IT mentoringOne model, usually outsourcing
AI cybersecurity / Shadow AIDedicated service, audit + policy + trainingSkipped or an external firm required

— FAQ

Frequently asked questions.

— INTRODUCTORY CALL

Let's find where your transformation begins.

No commitment. After a short interview we point to the right first step for your organisation.