Real ChatGPT answer + Gemini simulation · index seedJi50Ge2pepgcompleteAI OverviewFood and restaurants · wine and spiritsinformational
What is the absolute best non alcoholic substitute for gin that will actually taste good in a traditional gin and tonic since I am cutting back on alcohol this month?
ChatGPTgpt-6Geminigemini-3.5-flash-lite3 passes + 1 real-search35 queries10/30/2026
Download run
Gemini unique queries
34
2 in ≥ half the passes · stability 35%
ChatGPT real searches predicted
100%
1 of 1 matched the simulation
Fan-out diagram
Seed → topic clusters → sub-queries, per model.
SEED QUERY
What is the absolute best non alcoholic substitute for gin that will actually taste good in a traditional gin and tonic since I am cutting back on alcohol this month?
34 unique queries · 3 passes
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (1)
Classes come from the query-classifier (a local Laya model). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence. 34 queries are still being classified.
What the models actually searched
Each model answered the query with its own web search. These are the searches it ran, matched to the closest simulated query.
ChatGPT1 real searches · gpt-6100% predicted
best non alcoholic gin for gin and tonic taste review juniper dry 2026 Google ↗
- Non-Alcoholic Gin and Tonic: Best NA Gins, Rated · wehavenoproof.com
- Nonalcoholic gin alternatives, compared by juniper, heat, and finish · zeroproofjournal.com
- Best Non-Alcoholic Gin: 11 Bottles Compared · beclink.com
Semantic map
Every query placed by meaning (EmbeddingGemma 2, 256-d). Shaded regions are topics, nearby points are near-paraphrases, and a circle's size is how often the query came back.
Colour
SimulatedReal search
Hover a query to see its counterpart · click a topic to focus it · zoom with Ctrl/⌘ + scroll, a pinch, double-click or +
Queries
34 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
best non alcoholic gin alternative for gin and tonic REFORMULATION | Google ↗ AI Mode ↗ | Find the top-rated zero-proof gin products specifically recommended for mixing with tonic water. | — | review_roundup | best non alcoholic gin pairings | 2x of 3 | |
best tonic water to pair with non alcoholic gin RELATED | Google ↗ AI Mode ↗ | Identify premium tonic waters that can enhance the botanical notes of zero-proof gin to make it taste more authentic. | — | web_article | best non alcoholic gin pairings | 2x of 3 | |
best non alcoholic gin alternatives for gin and tonic REFORMULATION | Google ↗ AI Mode ↗ | Find top-rated alcohol-free gin substitutes specifically recommended for mixing into tonic water. | — | review_roundup | best non alcoholic gin pairings | 1x of 3 | |
seedlip spice 94 vs tanqueray 00 taste test COMPARATIVE | Google ↗ AI Mode ↗ | Compare the flavor profiles of leading non-alcoholic gin brands to see which tastes closest to traditional gin. | — | comparison_table | non alcoholic gin brand comparisons | 1x of 3 | |
how do non alcoholic gins taste compared to real gin RELATED | Google ↗ AI Mode ↗ | Understand the flavor accuracy and botanicals of zero-proof gins compared to alcoholic versions. | — | web_article | taste differences in non alcoholic gin | 1x of 3 | |
how to make a mocktail gin and tonic that tastes real RELATED | Google ↗ AI Mode ↗ | Learn techniques and ingredient ratios to mimic the exact flavor and bite of a real gin and tonic without alcohol. | — | how_to_steps | authentic gin mocktail recipes | 1x of 3 | |
how to make a non alcoholic gin and tonic taste authentic RELATED | Google ↗ AI Mode ↗ | Learn techniques, garnish choices, or specific tonic waters that improve the flavor of a zero-proof gin and tonic. | — | how_to_steps | authentic gin mocktail recipes | 1x of 3 | |
seedlip spice 94 vs lyres dry london non alcoholic gin taste test COMPARATIVE | Google ↗ AI Mode ↗ | Compare the two leading non-alcoholic gin brands to determine which mimics traditional gin better. | — | comparison_table | non alcoholic gin brand comparisons | 1x of 3 | |
why do non-alcoholic gins taste different and lack the burn IMPLICIT | Google ↗ AI Mode ↗ | Understand the science and ingredients behind zero-proof spirits, particularly how they replicate botanical flavors and alcohol burn. | — | web_article | taste differences in non alcoholic gin | 1x of 3 | |
dry january zero proof gin recommendations reddit PERSONALIZED | Google ↗ AI Mode ↗ | Find peer-recommended non-alcoholic gins from real consumers participating in temporary sobriety challenges. | — | forum/qna | dry january drink recommendations | 1x of 3 | |
popular zero proof gin brands list ENTITY EXPANSION | Google ↗ AI Mode ↗ | Discover all available brands on the market that make alcohol-free gin substitutes. | — | buyers_guide | top zero proof gin brands | 1x of 3 | |
Seedlip vs Ritual Zero Proof gin taste comparison COMPARATIVE | Google ↗ AI Mode ↗ | Compare the two most popular non-alcoholic gin brands to determine which one tastes more authentic in a gin and tonic. | — | comparison_table | non alcoholic gin brand comparisons | 1x of 3 | |
top rated botanical zero proof spirits ENTITY EXPANSION | Google ↗ AI Mode ↗ | Discover a broader range of high-end herbal and botanical non-alcoholic distillates beyond just the standard gin labels. | — | buyers_guide | top zero proof gin brands | 1x of 3 | |
mocktail recipes using non alcoholic gin and tonic IMPLICIT | Google ↗ AI Mode ↗ | Find specific cocktail recipes and ratios to make a great tasting alcohol-free G&T. | — | how_to_steps | authentic gin mocktail recipes | 1x of 3 | |
top rated botanical zero proof spirits brands ENTITY EXPANSION | Google ↗ AI Mode ↗ | Discover a wider variety of botanical non-alcoholic spirit brands beyond the most mainstream options. | — | buyers_guide | top zero proof gin brands | 1x of 3 | |
why do non alcoholic gins taste different from real gin IMPLICIT | Google ↗ AI Mode ↗ | Understand the science behind non-alcoholic distillation and why they may taste watery or lack the ethanol burn. | — | web_article | taste differences in non alcoholic gin | 1x of 3 | |
dry January non alcoholic drink recommendations PERSONALIZED | Google ↗ AI Mode ↗ | Find beverage recommendations tailored for temporary alcohol reduction or sober-curious months. | — | faq_page | dry january drink recommendations | 1x of 3 | |
dry January non alcoholic drink swaps that actually taste good PERSONALIZED | Google ↗ AI Mode ↗ | Find satisfying adult beverage replacements tailored for someone temporarily cutting back on alcohol. | — | forum/qna | dry january drink recommendations | 1x of 3 | |
do non alcoholic gins contain juniper and botanicals RELATED | Google ↗ AI Mode ↗ | Learn how alcohol-free spirits achieve their botanical flavor profile without fermentation or distillation. | — | glossary/definition | non alcoholic gin ingredients | 1x of 3 | |
best tasting alcohol free gin brands 2024 REFORMULATION | Google ↗ AI Mode ↗ | Get an updated list of the highest-quality non-alcoholic gin options currently on the market. | — | review_roundup | top zero proof gin brands | 1x of 3 | |
clinq or monday zero alcohol gin review COMPARATIVE | Google ↗ AI Mode ↗ | Evaluate specific alternative brands to determine which delivers the strongest juniper and citrus notes. | — | comparison_table | specific zero alcohol gin reviews | 1x of 3 | |
best botanical spirits for mocktails reddit REFORMULATION | Google ↗ AI Mode ↗ | Seek crowd-sourced, authentic consumer opinions on the best tasting fake gins. | — | forum/qna | top zero proof gin brands | 1x of 3 | |
Clinq / Monday / Tanqueray 0.0 gin review ENTITY EXPANSION | Google ↗ AI Mode ↗ | Check reviews for specific popular alternatives including major alcohol brands releasing zero-proof versions. | — | product_spec_sheet | specific zero alcohol gin reviews | 1x of 3 | |
tanqueray 00 vs gordon's 0.0 gin alternative review COMPARATIVE | Google ↗ AI Mode ↗ | Compare major traditional alcohol brands' new non-alcoholic gin entries against craft alternatives. | — | review_roundup | specific zero alcohol gin reviews | 1x of 3 | |
do non alcoholic spirits contain any alcohol IMPLICIT | Google ↗ AI Mode ↗ | Verify if zero-proof spirits are truly 0.0% ABV or if they contain trace amounts. | — | faq_page | non alcoholic gin ingredients | 1x of 3 | |
mocktail recipes with juniper berries and rosemary IMPLICIT | Google ↗ AI Mode ↗ | Find DIY infusion methods or homemade botanical syrups to boost the flavor of a fake gin and tonic. | — | how_to_steps | authentic gin mocktail recipes | 1x of 3 | |
what tonic water pairs best with non alcoholic gin IMPLICIT | Google ↗ AI Mode ↗ | Find complementary tonic water brands that enhance the flavor of zero-proof gin substitutes. | — | web_article | best non alcoholic gin pairings | 1x of 3 | |
Tamara's best non alcoholic gin substitute taste test reddit REFORMULATION | Google ↗ AI Mode ↗ | Find real consumer opinions and blind taste test results regarding non-alcoholic gin substitutes. | — | forum/qna | dry january drink recommendations | 1x of 3 | |
seedlip grove 42 vs spice 94 for gin and tonic ENTITY EXPANSION | Google ↗ AI Mode ↗ | Determine which flavor variant within a major non-alcoholic brand works best in a classic tonic drink. | — | faq_page | non alcoholic gin brand comparisons | 1x of 3 | |
zero alcohol gin ingredients and nutrition facts ENTITY EXPANSION | Google ↗ AI Mode ↗ | Check the calorie count, sugar content, and ingredients of popular non-alcoholic gins. | — | product_spec_sheet | specific zero alcohol gin reviews | 1x of 3 | |
how to add alcohol burn to mocktails RELATED | Google ↗ AI Mode ↗ | Learn how to use ingredients like ginger, pepper extracts, or acid to simulate the throat burn of real alcohol. | — | how_to_steps | authentic gin mocktail recipes | 1x of 3 | |
non-alcoholic gin juniper flavor profile definition REFORMULATION | Google ↗ AI Mode ↗ | Understand how manufacturers replicate the distinct pine and juniper flavor of gin without alcohol. | — | glossary/definition | non alcoholic gin ingredients | 1x of 3 | |
can you taste the alcohol absence in non alcoholic gin cocktails IMPLICIT | Google ↗ AI Mode ↗ | Learn about the sensory differences in mouthfeel and finish when drinking zero-proof cocktails. | — | web_article | non alcoholic gin ingredients | 1x of 3 | |
how to make mocktail gin taste less like water RELATED | Google ↗ AI Mode ↗ | Learn tips and tricks to improve the mouthfeel and bite of alcohol-free gin substitutes. | — | how_to_steps | authentic gin mocktail recipes | 1x of 3 |
Passes
Does another pass still surface new queries? A flattening curve means the fan-out has stabilised.
Geminix = pass, y = cumulative unique queries
| Model | Pass | Target | Generated | Seconds | Tokens (in / out) | Notes |
|---|---|---|---|---|---|---|
| gemini-3.5-flash-lite | 1 | 12 | 12 | — | 935 / 1,522 | |
| gemini-3.5-flash-lite | 2 | 12 | 12 | — | 935 / 1,593 | |
| gemini-3.5-flash-lite | 3 | 12 | 12 | — | 935 / 1,476 |