AI-Assisted Development
AI doesn't replace an experienced developer; it makes them faster. We combine that speed with engineering discipline earned on the shop floor.
Human accountability at AI speed
AI coding assistants and agents turn repetitive work into minutes. But an experienced engineer always decides what ships to production. We read, test and take responsibility for every line we deliver.
This gives us more time to understand your business rules, get the architecture right and stay in close contact with you.
What it means for you
- Shorter delivery times: routine code, tests and documentation move faster.
- Higher test coverage: unit and integration tests are produced systematically.
- Better documentation: API and technical docs stay in sync with the code.
- Transparent progress: weekly demos show what was built and how.
Where do we use AI?
A human reviews the output of every step; AI suggests, the engineer decides.
Analysis & requirements
We turn meeting notes into requirement documents and user story drafts, surfacing open questions early.
Architecture prototyping
We prototype alternative architectures quickly and present them to you with their trade-offs.
Code generation & refactoring
With AI coding assistants and agents we write boilerplate fast and refactor existing code safely.
Test generation
We systematically generate unit and integration tests to raise coverage.
Code review & security
Every change gets an extra pass for security vulnerabilities and performance issues.
Legacy analysis & modernization
We analyse and document poorly documented legacy software and plan the move to current technologies.
AI in industrial integration: where it helps, and where it doesn't
In factory and pharma serialization projects, we use AI as a tool that speeds up development, not as a system making decisions on the line. Every line of code that reaches the shop floor is reviewed and tested by a person, and we take responsibility for it.
Where it helps
- Understanding legacy code: tracing flows in poorly documented integration software, mapping dependencies and drafting technical documentation.
- Reading device and service documentation: quickly extracting the relevant fields and message structures from lengthy protocol and service documents, always confirmed against the real device or a test environment.
- Test scenarios: generating tests and sample data for edge cases such as rejected notifications, missing fields, network outages and resubmissions.
- Log and error analysis: finding patterns in large log files and proposing root-cause hypotheses.
- Transformation and mapping code: first drafts of mapping code between ERP/WMS fields and e-document (UBL-TR) or reporting formats.
What we don't do
- We never send production data, serial numbers, or customer or patient information to external AI services. Where needed, we use anonymized or synthetic data.
- We never put AI output directly into validated systems. Changes go through the client's change-management and validation processes.
- We never leave real-time decisions on the line to AI. Rules are written as explicit, testable and traceable code.
Your code and data stay safe
Confidentiality is the first question enterprise clients ask. Our rules are written down and clear:
- Personal data, customer data, passwords and access keys are never sent to AI tools.
- We only work with tools that offer enterprise privacy terms and don't train on your data.
- We agree in writing at the start which tools will be used on your project.
- We sign NDAs and comply with KVKK (Turkish data protection law) and GDPR principles.
- If you prefer, we disable AI tools on your project entirely.
Bring AI features into your application
We can add large language model (LLM) features to your existing .NET applications:
- Smart search across documents and records
- Summaries of long texts and reports
- Automatic classification of requests and e-mails
- An assistant (chatbot) grounded in your knowledge base
We recommend validating cost, privacy and accuracy with a small pilot first.
Let's talk about your project
In a free 30-minute discovery call we listen to your needs and map out the best path forward together.