Requirements that do not break the project
The Analysis module turns spoken ideas, notes and drafts into a complete, consistent and traceable requirements model. The LLM checks every artifact for completeness and quality before the first line of code is written.
What problems the module solves
From common development pains to a controlled result at every step.
Requirements are incomplete or contradictory
The LLM checks requirements for completeness, clarity, consistency and measurability, then creates a quality report with concrete improvements.
Requirements gathering takes weeks
Inputs from meetings, email and notes are structured into ready artifacts without manual summarizing.
Knowledge lives in people's heads
Decisions are captured in a formal domain model with traceability, so knowledge becomes reusable and transferable.
What the module can do
Full automation of routine work: you control the result, while the LLM creates and checks artifacts.
Collect from any source
Spoken and written requirements, emails and meeting notes become a structured stakeholder requirements artifact.
Use cases and user stories
The LLM builds use cases, user stories, functional requirements and non-functional requirements from the source requirements.
Domain model
Automatic creation and updating of domain entities with one shared vocabulary for the whole project.
Gap and conflict detection
The system finds missing details, ambiguity and conflicts before design starts, when fixes are cheapest.
Automatic quality validation
Each artifact is checked for completeness, consistency and traceability, with a generated quality report.
From informal text to specification
Free-form wording becomes precise technical specification ready for the architect.
How the Analysis module works
A controlled transformation: every artifact is created from the previous one and validated immediately.
- Unstructured customer requirements
- Artifact and use case templates
- Conversion rules and domain context
- 1Collect and structure
The analyst collects requirements into a structured stakeholder requirements artifact.
- 2Validate requirements
The LLM checks completeness, clarity, consistency and measurability, then suggests fixes.
- 3Build the requirements model
Validated requirements become use cases, user stories, functional and non-functional requirements.
- 4Check consistency
The model is checked for traceability and template compliance. The analyst approves the result.
- Validated stakeholder requirements
- Structured requirements model
- Use case catalog and domain model
- Quality reports with recommendations
What you get
Ready, validated artifacts with full traceability: nothing is lost between stages.
What changes in your work
Faster analysis
Primary artifacts are generated quickly, while the analyst reviews and improves them.
Less routine
Structuring and formatting are handled by the LLM.
Single context
All artifacts live in one model, without ambiguity or missing links.
Other AI SDLC modules
Common questions
From meeting transcripts, messages, notes and existing specifications. The analyst starts the process, and the LLM structures the input into formal artifacts.
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