Latest four-week 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 assistant brings the brand up in recommendation answers.
| assistant | share of voice | answers |
|---|---|---|
| ChatGPT | 0% | 0 of 24 |
| Claude | 0% | 0 of 24 |
| Gemini | 4% | 1 of 24 |
Wave-by-wave share of recommendation answers that named this brand.
| wave | share of voice | answers | change |
|---|---|---|---|
| 2026-07-28 | 1% | 1 of 72 |
Recurring descriptions in the assistants' own words, grouped by theme.
“| **Mumm Napa Brut Prestige** | **~$20–28** | A crowd-friendly California option: crisp fruit, gentle toast, dependable bubbles.”
“Mumm, this Napa-made bottle is incredibly crisp, light, and approachable, with fine bubbles and a refreshing red-apple and citrus core.”
“| **Mumm Napa Brut Prestige** | **$20–$25** | Bright apple, stone fruit, citrus, and modest marzipan/toast notes; probably the easiest widely available value option.”
“* **The Vibe:** Bright, fruit-forward, and crisp.”
“| **Mumm Napa Brut Prestige** | **$20–25** | Bright, approachable, and food-friendly—citrus, apple/stone fruit, vanilla, toast, and honey.”
“| **Roederer Estate Brut** (Anderson Valley, CA) | **$30–$40** | My top “step-down” pick: fine bubbles, apple/citrus, toast, and a more Champagne-like texture than most inexpensive sparklers.”
“| **Mumm Napa Brut Prestige** | **$20–25** | Bright, approachable, and food-friendly—citrus, apple/stone fruit, vanilla, toast, and honey.”
“It features fine bubbles with comforting notes of red apple, citrus, dry toast, and a hint of vanilla.”
“** Crisp but more layered, with apple, ginger, raspberry, and spice notes.”
“| **Mumm Napa Brut Prestige** | **~$20–28** | A crowd-friendly California option: crisp fruit, gentle toast, dependable bubbles.”
17 exact quoted mentions in this snapshot, grouped by coded tone.
“Crisp, floral, and light. It offers great structure and looks beautiful in the glass. It is a highly trusted option for West Coast weddings.”
“Friendly, fruity, and easy-drinking; a good crowd-pleaser if you enjoy Veuve's approachable fruit-forward side.”
“Soft, approachable California sparkling wine—good for a larger gathering where you want a recognizable, easy-drinking alternative. A recent listed price was $14.97.”
“Bright, approachable, and food-friendly—citrus, apple/stone fruit, vanilla, toast, and honey. Good for mimosas or a party where you want a familiar "Champagne-like" feel.”
“Fruitier and more straightforward than Piper, but festive, dry, and easy to find. A good choice if you want crowd-pleasing sparkling wine rather than a serious Champagne imitation.”
“Fresh, straightforward California bubbly: fruit-forward, easy, and celebratory. Choose it when you want Pol Roger's *occasion* at a much lower cost, rather than an exact stylistic match.”
Which competitors assistants suggest when shoppers ask for something cheaper.
2 of 17 mentions appear alongside an identifiable web citation. Citation does not establish causation.
| cited source | mentions |
|---|---|
| winegeographic.com | 1 |
| deannaborocz.com | 1 |
Stores and sites assistants name as places to buy this brand.
| retailer | mentions |
|---|---|
| totalwine | 4 |
| wine | 2 |
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.