Documentation Index
Fetch the complete documentation index at: https://docs.programmeinsights.co.uk/llms.txt
Use this file to discover all available pages before exploring further.
How It Works
| Stage | What happens |
|---|---|
| Context Assembly | The system gathers the finding’s cited evidence, the criterion definition, evidence requirements, framework-specific language, and related findings to build a comprehensive prompt context. |
| Prompt Rendering | A template is selected based on the criterion type and rendered with the user’s tone and length preferences. |
| LLM Streaming | Azure OpenAI GPT-4o generates the draft content with streaming output so you see it being written. |
| Confidence Scoring | Each field in the output gets a confidence score indicating how well-supported the draft is by the evidence. |
| User Review | You can accept the draft as-is, revise it manually, or regenerate with different parameters. |
Output Types
Content generation can draft:- Revised paragraphs addressing evidence gaps
- New risk register entries
- Gap-closing responses to criteria
- Remediation recommendations
Provenance
Every generated piece of content tracks:- What evidence was used as input
- Which criterion it addresses
- The confidence score at generation time
- Whether it was accepted as-is or revised