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Sii Poland

SII UKRAINE

SII SWEDEN

AI Adoption

Get more value from your AI investment. Sii integrates AI into your teams’ everyday workflows to accelerate delivery, reduce repetitive work, and lower costs - with clear responsibilities and quality checks.

FROM INDIVIDUAL AI USE TO A CONSISTENT WAY OF WORKING

AI adoption means making AI part of how teams work, with the skills, responsibilities, and quality checks needed to use it effectively.

According to Gartner, 57% of CIOs face pressure to improve productivity, while only 48% of digital initiatives meet or exceed business targets. Getting value from AI takes more than giving people access to tools. Teams need to know where to use AI, how to check its work, and who is responsible for the results.

TURN AI ADOPTION INTO BUSINESS VALUE

Sii reviews how your teams work and identifies where AI can add value. We adapt workflows, train people, and set clear rules for AI use. We then measure the results before extending successful practices to more teams. For your organization, this means:

Lower AI cost per task

Get more value from your AI budget. We help teams reuse prompts and context, select the right tools and models for each task, and reduce unnecessary usage through shared resources and clear working practices.
What we measure: AI cost per completed task.

Faster delivery

Shorten delivery cycles by improving the entire workflow. We help teams reduce unnecessary steps, waiting time, handovers, and apply AI where it makes a measurable difference.
What we measure: Time to market and cycle time.

Quality under control

Make AI part of your workflow with clear responsibilities and review criteria. We help teams define which tasks AI can handle independently and which require human verification, reducing rework and keeping quality under control.
What we measure: AI output accepted on first attempt, defects.

More time for expert work

Free up your specialists to focus on decisions and complex problems. We integrate AI into routine tasks such as preparation, summaries, and documentation, and adapt team workflows to make effective use of the time saved.
What we measure: Share of team time spent on repetitive work.

HOW WE WORK

Sii combines expertise in organizational change and practical AI adoption to improve how teams work. We assess current workflows, redesign tasks and responsibilities, and embed AI into daily routines. We measure the impact on delivery time, quality, and cost before scaling proven practices across the organization.

Diagnose the work


We map how work flows today: where time is lost, where people wait and where they fix mistakes. Only then do we decide where AI will help.

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Redesign the workflow


We change roles, handovers and decisions, so time saved in one step is not lost in the next one.

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Embed into daily work


AI becomes part of what teams already do: refinement, acceptance criteria, testing, documentation. No separate “AI project” on the side.

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Measure the result


We record a baseline first, then compare. You keep what works and stop investing in what does not.

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Scale under control


We add review points and escalation rules, then train your AI Champions to run the loop in other teams without us.

ONE APPROACH BUILT AROUND YOUR INDUSTRY

Every industry faces a different challenge with AI. We help you turn adoption into everyday practice — with workflows, controls, and measures of success that fit your business.

Banking & Insurance

Bring oversight into everyday work as AI adoption grows. Build auditable decision trails, strengthen AI literacy across delivery teams, and make human accountability part of the process.

Pharma & Life Science

Use AI to support requirements, documentation, and traceability while maintaining the controls your environment demands. Make change manageable, reviewable, and aligned with compliance.

Manufacturing & Automotive

Help engineering and IT teams adopt AI through shared practices. Make knowledge easier to access across hardware and software teams, with clear quality gates to guide delivery.

Retail & FMCG

Use AI to clarify requirements, support decisions, and improve handovers between business and IT. Keep teams aligned so ideas move more smoothly toward market.

Media & Telecom

Set clear standards for AI-assisted work as content and change volumes rise. Define where AI can work independently, where human review matters, and how to measure rework.

WHERE TO START

You can buy each service on its own. Most clients start with the AI Adoption Sprint.

We work with the tools your teams already use: Jira and Confluence · Microsoft 365 Copilot · Azure DevOps · Claude Code

New roles for the AI era

Team & cross-team

Team & cross-team — Team Coach / AI Adoption Coach / AI-Empowered embeds AI in the team's daily rituals and workflows.

  • Evolution of the Scrum Master / Agile Coach role, running the diagnose → redesign → embed → measure loop with the team
  • Owns adoption metrics: rework, time-to-ready, AI usage patterns
  • Coaches working agreements and human-in-the-loop checkpoints into existing ceremoniesRisk-based test selection – regression scope is selected based on risk and the impact of changes
Agile & AI Adoption Lead

Agile & AI Adoption Lead owns AI adoption as a business outcome, not a project.

  • Builds governance, guardrails and escalation paths that scale across teams
  • Aligns the adoption roadmap with business outcomes, budget and risk appetite
  • Represents adoption at leadership level and coaches executives through the change

AGILE CASE STUDIES

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MEET OUR AGILE TEAM

AGILE NEWS & PROJECTS

WHAT YOU NEED TO KNOW

Read out FAQ

1.
We already have AI tools. Why do we need this?

A licence does not change how people work. If you have had AI tools for months and delivery speed and quality are the same, the problem is the way of working, not the tool. That is what we change.

2.
How does it start?

With the AI Adoption Sprint. You get your maturity level, prioritized use cases, risks, an adoption backlog and the metrics we will track. Then we change workflows team by team and measure the result.

3.
When will we see results?

Changes in team behavior usually show in 4 to 8 weeks. Time to market and cycle time improve later, when new habits are stable.

4.
Will this lower our AI costs?

It lowers the cost per task. Teams stop repeating prompts and context and stop using expensive models for simple work. We track AI cost per completed task from the start. Infrastructure and model costs are handled by Sii’s AI Competency Center.

5.
How is this different from AI training?

Training gives people skills. Without changes to roles, workflow and metrics, they go back to old habits. We change the way of working and measure the effect on a real process.

6.
Does it work in regulated industries?

Yes. Teams work with clear rules: what AI can do alone, when a person must check, how to escalate and how decisions are logged. AI tools run only in your approved environment. This also covers AI literacy, required by the EU AI Act since February 2025.

7.
Can we start with one team?

Yes, and we recommend it. The first team gives you proof of value and a plan for the next steps before you invest more.

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GET IN TOUCH

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Maciej Szostek

Director of Agile & Atlassian Competency Center

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