See how the work is structured
Learn how we assess the process, business case, data security, and quality before development begins.
Explore the methodology →Expert guide
How to tell whether your company actually needs AI
A practical framework for separating genuine AI use cases from simpler automation needs and process problems.
Start with the business problem
Start with a measurable business problem: slow response times, missed revenue, rework, errors, or poor visibility. Consider the technology only after the current process is clear.
- What work is done today?
- Who performs it?
- Where do delays or errors occur?
- How will improvement be measured?
Check whether the task is deterministic
If the output follows fixed rules, conventional automation is usually cheaper, faster, and easier to control. AI becomes relevant when the input is variable or unstructured.
- Data transfer and synchronization
- Status changes and notifications
- Rule-based routing
- Fixed calculations
Look for strong signs that AI could help
AI is useful when the work involves language, documents, speech, classification, fact extraction, controlled generation, or retrieval from approved knowledge. Even then, the system still needs trusted sources, validation, and a fallback.
- Unstructured messages or documents
- Many ways to express the same intent
- Human judgement based on text
- A need to search approved knowledge sources
Compare three solution paths
Compare process redesign, conventional automation, and an AI-assisted workflow against the same metric. The best answer may be not to use AI at all.
- Expected effect
- Implementation cost
- Cost of error
- Operational ownership
Choose your next step
Start at the stage that matches your situation
You do not need a detailed brief to begin.
Assess one business process
Determine whether the task calls for AI, rule-based automation, or a process redesign.
Assess a process →Share a defined task
Send the current process, constraints, and expected outcome, and we will suggest a practical first step.
Discuss your project →