cm-opti - Partner in strategic consulting and business process optimization
EN
AI/ML Solutions - data analytics, automation and artificial intelligence

AI Consulting, Automation and Data Analysis for Businesses

Technology is a powerful development tool – provided it is perfectly matched to your real needs. Instead of following trendy buzzwords, we start by diagnosing business challenges and create solutions that deliver measurable benefits. We combine competencies in AI Software Engineering, Data Science and ML Engineering with years of experience in process optimization. Our model is the full cycle: consulting, design, implementation and post-deployment care — so you are not left alone with a finished solution. Below we present key areas where we help companies across the European Union work faster, smarter and more profitably.

Operational efficiency - business process mapping and optimization

Process Optimization — Diagnosis, Mapping and Action Plan

Challenge

Is your company growing, but you have less and less time?
Tasks that were once simple now require constant supervision?
This is a natural sign that your processes have stopped keeping up with your success. The challenge is not "whether" something can be improved, but "what" to improve first to achieve the greatest effect with the least effort.
Our Approach

Instead of theoretical analyses, we start with a conversation. We listen to you and your team to understand what really slows down your work on a daily basis. Then together we map your processes, showing in black and white where time and money "leak". Based on this, we identify specific tasks that can be simplified or completely automated.
Example Applications

  • • Process Mapping Workshop: During a practical meeting with your team, we jointly create a visual map of your key processes. This is the fastest way to see the whole picture and understand where time and energy are really being wasted.
  • • Improvement Potential Analysis: Based on collected information, we identify and evaluate areas with the greatest potential for optimization and automation. You receive from us a list of specific recommendations that lead to next steps.
Results

After this stage you will have:
  • ✓ Understanding of how your company works in reality, not just "on paper".
  • ✓ A specific list of tasks and processes ready for further improvement or automation.
  • ✓ A simple action plan showing where to start to achieve the fastest results.
  • ✓ A sense of control and confidence that the company is ready for further, stable growth.
Process automation - AI, Computer Vision, NLP and AI Agents

Process Automation — from OCR and NLP to AI Agents

Challenge

Do your best specialists spend hours on tasks that a program could do for them – preparing the same reports, copying data between systems or handling the same inquiries?
Every minute spent on routine is a lost minute for innovation and customer contact. The challenge is reversing this proportion.
Our Approach

Our approach to automation is pragmatic and human-centered. We start by identifying those tasks in your team that are most time-consuming and repetitive. Then we design and implement intelligent solutions – from simple scripts to advanced AI systems – that work like digital assistants. They take over monotonous work 24/7, operating faster with unwavering precision.
Example Applications

  • • Automatic Document Processing: We design systems that, thanks to OCR (Optical Character Recognition), NLP (Natural Language Processing) and Multimodal Models technologies, independently "read" invoices, contracts or emails, then extract key data from them and enter it into your systems.
  • • Intelligent Task Assistants (AI Agents): We build advanced "digital workers" who can perform complex, multi-stage tasks. Thanks to RAG technology, they can use your internal knowledge base (e.g. documentation, procedures) to independently prepare reports or answer complex inquiries.
  • • Visual Task Automation (Computer Vision): We use Computer Vision technology to automate image-based tasks. Our systems "understand" the content of photos or videos, which allows, for example, preliminary damage categorization based on photographs, automatic product tagging in an online store or reading information from non-standard labels.
Results

Thanks to our solutions:
  • ✓ You recover hundreds of work hours that your team can dedicate to strategic tasks.
  • ✓ You reduce operational and financial risk associated with human error.
  • ✓ You gain assurance that key processes always operate with the same, highest quality.
  • ✓ You increase employee engagement and satisfaction, who can focus on more interesting challenges.
  • ✓ You accelerate key processes in the company, such as customer service or reporting
Data analysis - Business Intelligence, KPI and Machine Learning

Data Analysis and Business Intelligence — Dashboards, KPIs, Forecasting

Challenge

Your company collects huge amounts of data, but do they give you clear answers to the most important questions?
Often key information is hidden in a thicket of numbers and scattered across different systems or spreadsheets. The challenge is to connect these scattered puzzles into one, understandable picture that will allow you to stop guessing and start knowing.
Our Approach

We help you transform data into your most valuable advantage. We connect information from various sources into one central place. Then, in close cooperation with you, we turn raw numbers into simple, intuitive and visual dashboards. We do not create complicated reports – we focus on indicators that are truly important for your business, so you can see at a glance what works and what requires your attention.
Example Applications

  • • Business Analytics and KPI Monitoring (Business Analytics): We transform your data into specific insights. Together we define key indicators (KPI), then create systems for their monitoring and analytics, which allows you not only to track results, but also understand the causes of fundamental changes in business.
  • • Data Integration and Automatic Reporting: We connect data from your systems (e.g. CRM, spreadsheets, production systems) into one place. We build automatic reports and simple, readable dashboards that eliminate the need for manual data collection.
  • • Machine Learning-Based Forecasting (ML): We implement and adapt machine learning (Machine Learning) models to your unique data. This allows creating significantly more precise forecasts of sales, demand or risk than is possible using standard analytical tools.
Results

Thanks to our solutions you get:
  • ✓ One, coherent picture of the entire company in real time.
  • ✓ Quick access to key indicators without the need to manually create reports.
  • ✓ Ability to quickly respond to market trends, which allows avoiding costly mistakes and seizing new opportunities before the competition does.
  • ✓ and make accurate decisions that directly translate into profit – through cost optimization, conscious pricing or abandoning unprofitable activities.
Technology integration - API, cloud and workflow automation

Systems Integration — API, CRM, ERP and the End of Digital Islands

Challenge

You invest in modern software, but have the impression that instead of facilitating, it complicates work?
Many systems that do not "talk" to each other create information barriers and force manual data rewriting. The challenge is to make all your technological instruments play in one orchestra, working towards a common goal.
Our Approach

We approach your technologies as a holistic ecosystem. We analyze what tools you use and how information flows between them. Then we design and implement dedicated integrations that connect your systems. We make data entered in one place automatically appear in another, and the entire technological "bloodstream" of your company starts working smoothly.
Example Applications

  • • Systems Integration (API): We connect your CRM, ERP, warehouse systems and other key tools into one, smoothly functioning organism, using modern API interfaces for this purpose.
  • • Data Flow Automation (Workflow): We design automated workflows in which information entered in one system (e.g. order status) automatically and immediately updates related data in all others.
  • • Architecture and Cloud Migration: We advise on how to move your operations to modern cloud solutions (e.g. AWS) to increase security, availability and scalability of your systems.
Results

Thanks to our solutions:
  • ✓ Your set of tools starts working as one, integrated ecosystem.
  • ✓ You eliminate time-consuming manual data rewriting between systems.
  • ✓ You gain one, reliable source of truth about data throughout the company.
  • ✓ You maximize return on investment in already owned software.
  • ✓ You gain a technological foundation ready for new challenges and future growth.

Ready for new solutions?

Every company faces unique challenges, but they often concern similar areas:
time-consuming processes, incomplete data utilization or the need for greater automation.

Sound familiar?

  • Your team loses time on repetitive tasks that could be automated?

  • You have lots of data, but it is hard to extract practical insights from it?

  • Looking for ways to improve processes without huge investments?



If any of these points describes your situation, it is worth talking.

Let's start with a free consultation - together we will assess which of your processes have the greatest improvement potential and how technology can help you with this.

Frequently Asked Questions about AI Consulting and AI/ML Implementation

What does an AI consultant at cm-opti do?

At cm-opti we work in a full cycle: we advise, design, implement and provide ongoing care for intelligent AI solutions. We diagnose processes, assess company readiness for AI implementation, match technologies to specific problems and lead projects through to post-deployment care — so the company can work faster, smarter and more profitably. We combine competencies in AI Software Engineering, Data Science and ML Engineering with years of experience in process optimization.

What does AI implementation in a company look like?

We start AI implementation with a process mapping workshop and analysis of improvement potential. Based on that, we design the solution, build it iteratively, integrate it with existing systems (CRM, ERP, API), test and deploy. After deployment we provide team training and post-deployment care matched to the project scale.

Does process automation require advanced competencies on the client's side?

No. We design solutions to be intuitive for the client's team. AI Engineering, ML Engineering and Data Science competencies stay on cm-opti's side. The client receives a ready tool together with training and documentation.

Which companies are your AI solutions for?

We work with companies of every size — from SMEs to larger organizations — across the European Union, with a particular focus on Scandinavia (Denmark, Sweden, Norway, Finland), the Benelux (Netherlands, Belgium) and the DACH region (Germany, Austria, Switzerland). Our headquarters is in Poland. Industry is not a limitation — what matters are processes and business goals.

How is Computer Vision different from OCR?

OCR (Optical Character Recognition) reads text from images and documents. Computer Vision goes further — it analyzes the content of an image or video, recognizes objects, classifies scenes, detects defects. OCR is often a component of a broader Computer Vision solution.

What is an AI Agent and when do you use it?

An AI Agent is a system that performs multi-step tasks autonomously — it plans, uses tools, makes decisions within defined boundaries. We use it where regular automation is not enough — e.g., responses to complex queries based on internal documentation (RAG technology).

How long does a project with cm-opti take?

We deliver the first diagnosis after a single process mapping workshop. A full implementation project usually takes from a few weeks to several months — depending on complexity and integration with existing systems. We agree on the plan and timelines after the diagnosis, with no obligations.

Where We Operate — AI Consulting and Implementations across the European Union

We work remotely and hybrid, serving clients across the European Union — with a particular focus on Scandinavia, the Benelux and the DACH region. Our headquarters is in Gorzów Wielkopolski (Lubusz Voivodeship, Poland).

Scandinavia

Denmark (Copenhagen, Aarhus), Sweden (Stockholm, Gothenburg, Malmö), Norway (Oslo, Bergen), Finland (Helsinki, Espoo). Projects delivered in English — fully aligned with EU regulations (GDPR, EU AI Act) and local requirements.

Benelux and the EU

Netherlands, Belgium, Luxembourg, plus France, Italy, Spain, Czech Republic, Slovakia and other EU countries. AI consulting, AI/ML implementations and data analysis — within unified EU regulations (GDPR, EU AI Act).

DACH and Poland

Germany (Berlin, Frankfurt, Hamburg, Cologne, Munich), Austria, Switzerland. Headquarters in Poland (Gorzów Wielkopolski, Tricity, Warsaw, Kraków). Projects delivered in English, German and Polish.