Regional and Model Variance
How do answers differ by market, language and engine?
Example finding
Compare languages
The same intent can return different brands by language, so the gap is measured per language.
Quick answer: Regional and Model Variance
Regional and Model Variance shows how answers differ by market, language, engine and model, and how consistent repeat runs are. It is coming in V2, with broader multilingual support coming in V4.
Coming in V2. Arrives with the second release. This page describes the intended capability so you can see where the product is going. It is not available today.
What you see
Lens six. Repeat runs across markets, languages and engines show how much answers vary and how confident you can be in a single number.
Market and language splits
How visibility differs by market and language.
Engine and model variance
Differences between engines and between models.
Consistency
How stable a result is across repeat runs.
Sample and completeness
Run counts shown, never an invented certainty.
How it works
- 1
Repeat
Key prompts are re-run under stated conditions.
- 2
Segment
Results are compared by market, language, engine and model.
- 3
Report
Variance and confidence are shown with sample size.
How it is measured
Definitions come first, so numbers stay comparable from one audit to the next.
- Variance
- Spread of a metric across repeat runs or segments.
- Consistency
- How often repeat runs agree.
- Completeness
- The share of intended runs that completed.
Good to know. Coming in V2. Cross market and multilingual intelligence for other regions is coming in V4. Launch is oriented to India and English.
Common questions
Does it cover markets beyond India?
The launch focus is India and English. Broader market and language support is coming in V4.
Why show variance at all?
A single run is not certain. Variance shows how far to trust a number.
Is Hindi supported?
Prompts can be written in other languages. Structured regional analysis is coming in V2.
A short checklist
- Choose the markets and languages
- Repeat key prompts
- Compare variance
- Report sample size
- Plan localised work
Who uses it
- Regional marketing
- Market specific gaps.
- Analyst
- Confidence in a number.
- Localisation team
- Language specific visibility.
Common mistakes
Treating one run as stable
Repeat runs show variance.
Mixing languages
Keep language explicit.
Expecting it at launch
It is coming in V2.
See Regional and Model Variance on your own brand.
Start with a first audit. We show where you appear, who is named instead, and what to fix first.