Latest three-month snapshot through 2026-07-28 · 1 wave. Use the controls above to change the window.
Champagne · 1 wave · n=72 answers, pooled
How often each model brings the brand up in recommendation answers.
| model | share of voice | answers |
|---|---|---|
| ChatGPT | 0% | 0 of 24 |
| Claude | 8% | 2 of 24 |
| Gemini | 0% | 0 of 24 |
Wave-by-wave share of recommendation answers that named this brand.
| wave | share of voice | answers | change |
|---|---|---|---|
| 2026-07-28 | 3% | 2 of 72 |
Recurring descriptions in the models' own words, grouped by theme.
“- **Mumm Grand Cordon Rosé** (~$40–50) – Fuller-bodied with red berry notes, solid value from a major house.”
“**Check for smaller/lesser-known houses** – brands like Nicolas Feuillatte, Pommery, or Mumm often cost less than Moët or Veuve Clicquot but use similar production methods.”
“- **Mumm Cordon Rouge** – comparable house style, usually a bit less expensive.”
“- **Mumm Grand Cordon Rosé** (~$40–50) – Fuller-bodied with red berry notes, solid value from a major house.”
“- Other large-house NV Bruts from Mumm or Lanson can also undercut Piper's price while offering a similar Pinot Noir-driven style.”
“- **Alternatives at the same price**: Champagnes like Pierre Gimonnet, Pertois-Moriset, or even other big houses' cuvées (Piper-Heidsieck, Mumm) sometimes offer more interesting drinking experiences at similar or lower prices.”
“- Other large-house NV Bruts from Mumm or Lanson can also undercut Piper's price while offering a similar Pinot Noir-driven style.”
“- **Mumm Grand Cordon Rosé** (~$40–50) – Fuller-bodied with red berry notes, solid value from a major house.”
“**Check for smaller/lesser-known houses** – brands like Nicolas Feuillatte, Pommery, or Mumm often cost less than Moët or Veuve Clicquot but use similar production methods.”
“**Solid budget-friendly names to search for (typically $30–45):**”
7 exact quoted mentions in this snapshot, grouped by coded tone. Recent quotes are deduplicated and mixed across models.
“Mumm Cordon Rouge”
“Champagnes like Pierre Gimonnet, Pertois-Moriset, or even other big houses' cuvées (Piper-Heidsieck, Mumm) sometimes offer more interesting drinking experiences at similar or lower prices.”
“Mumm Grand Cordon Rosé (~$40–50) – Fuller-bodied with red berry notes, solid value from a major house.”
“comparable house style, usually a bit less expensive”
“brands like Nicolas Feuillatte, Pommery, or Mumm often cost less than Moët or Veuve Clicquot but use similar production methods”
“notably cheaper than many "big house" Champagnes (Moët, Veuve Clicquot, Mumm) while delivering comparable drinking quality”
Which competitors models suggest when shoppers ask for something cheaper.
0 of 7 mentions appear alongside an identifiable web citation. Citation does not establish causation.
| cited source | mentions |
|---|
Method: fixed shopper questions asked repeatedly to Claude, OpenAI GPT and Gemini with web search on. Shares are the percentage of recommendation answers mentioning the brand. Quotes are AI outputs; full transcripts are kept as receipts.