Bian, Our AI Model
AI That Writes the Words, Not the Numbers
Bian builds your question sets, explains your results and drafts your report. Every figure it shows comes from the analysis engine.
Builds Your Questions
Tell Bian what the organisation does and who it serves, and it writes a question set for each stakeholder group in both languages. A hospital's customers are patients, an airport's are travellers, and the questions say so.
- Around thirty questions per group
- Arabic and English written together
- Reword, retire or add your own
- Reviewed by your consultant
Explains Your Results
Bian answers questions about your results in plain language. Every answer is assembled from figures the analysis engine computed.
- How are we doing overall?
- Where are we weakest?
- What should we fix first?
- Has anything actually changed?
- Why are some figures hidden?
- What would an assessor challenge?
Drafts Your Report
At the end of a cycle, Bian writes the narrative around your real charts and figures. You edit it, then export to Word or PowerPoint.
Where the Line Sits
AI handles language: question wording, explanations and narrative. It never touches an index, a margin, a target or a trend.
- No figure stated below five respondents
- Differences inside the margin called noise
- No trend claimed before three cycles
- Drivers described as correlation, never cause
What Bian Never Does
Never Sees an Individual Answer
Bian reads computed results, not response rows.
Never Guesses a Number
If a figure has not been computed, no answer refers to it.
Never Decides for You
Bian points at what the results support. The decisions stay with you.
Ready to Measure Your Stakeholder Perceptions?
Request access and we will set up your organisation, build your question sets and review them with you.