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Winetech & Fintech –
synergy for future
Anatol Poiată
Veaceslav Cunev
Data-driven Wine Selection
Veaceslav Cunev
IT professional with over 30 years of experience graduated from the Bauman Moscow
State Technical University.
A serial entrepreneur and founder of multiple startups and IT companies such as
Deeplace, Gustos.life, FoodHouse etc.
Dedicated professor at the Technical University of Moldova teaching "Systems
Thinking" and "Technologies of the Future".
Anatol Poiata
Mathematician, expert in Data Science and Machine Learning systems with a wealth of
experience in carrying out various projects (scoring models, customer segmentation
models, NLP etc.). Expert in wine tourism. Co-Chief of Data Science Department AC-
Technologies
Wine processing
Wine vs Gold Indexes
The Liv-ex Fine Wine 1000 tracks
1,000 wines from across the world
and is our broadest measure of
the market. It comprises seven
sub-indices which represent the
most traded wines from regions
around the world:
• Bordeaux - 500
• Bordeaux Legends - 40
• Burgundy - 150
• Champagne - 50
• Rhone - 100
• Italy - 100
• Rest of the World - 60.
Knight Frank Luxury Investment
Index Q2 2021.
Knight Frank tracks the
performance of ten luxury
investments. These assets
include classic cars, wine,
art, or more niche
collectable asset classes
like stamps or coins
Why invest in wine?
Proven track record
The last 30 years are proof that fine wine is one of the best performing
assets, with a compound annual growth rate of 10%.
Uncorrelated to the market
In times of market turmoil, such as the 2008 crisis or the coronavirus
pandemic, investments in fine wine are fairly insensitive to the macro
economic context.
It’s a tangible asset
Wine has intrinsic value that makes it suitable for preserving wealth as a
medium to long-term investment.
Increasing demand
Globally, due to new emerging economies, people drink more fine wine than
ever before. Combined with reduced supply, this makes wine prices go up.
Limited supply
Fine wine production is controlled by law. What’s more, production methods,
weather conditions and geographic constraints also influence quantities.
Together, these parameters contribute to the scarcity of fine wine.
Major factors: Quality
1. Quality
95+
90-94
80-89
70-79
60-69
50-59
Classic
Outstanding
Good to very good
Average
Below average
Poor
Quality = Ratings ?!
1. Quality
1. Quality
Unique Data Base
• more than 200,000 records on awarded wines
• more than 220 international competitions results
• more than 140,00 wine titles and vintages
Unique Rating calculation algorithm
• Deep analyze of data
• Identifying distribution pattern
• Convert award to mean interval value
• Adjusting rating value according to other awards
Enhanced reports
• Data marts and data slices
• Reports by countries, contests, grape varieties, etc.
• Ratings by different criteria
• “Undiscovered gems”
1. Quality
Rating
Awards
Medals count by countries (2020-2021)
Moldova
2020 – 1347
2021 - 1645
1. Quality
Rating
Awards
Moldova wineries medals (2020-2021)
Winery Medals
Fautor 706
Vinaria Purcari 669
Castel Mimi 122
Chateau Vartely 119
Kazayak 110
Vinaria Bostavan 90
Consalcom (Apriori, Maesto) 89
NovaK Winery 89
Cricova 88
Vinaria din Vale 62
Negru de Purcari 122
Fautor Late Harvest
Sauvignon Blanc
80
Fautor Ice Wine 80
Fautor Negre 74
Illustro Reserva 65
Top Moldova wines
by medals
1. Quality
Rating
Awards
Moldova
Average score – 87.27
Best score – 96.59
Countries by rating ranges
1. Quality
Rating
Awards
Moldova wines highest score
Winery Wine Name Vintage
Competition
Year
Rating
Gitana Winery Saperavi 2017 2020 96.59
Radacini Blanc de Cabernet 2018 2020 95.22
Radacini Chardonnay 2020 2021 95.00
Fautor
Illustro Reserva Cabernet
Sauvignon & Merlot
2013 2020 94.54
Vinia Traian Cabernet Sauvignon 2019 2021 94.54
Vinaria din Vale Motive Rose 2020 2021 94.54
Vinaria Bostavan Dor Feteasca Neagra & Pinot Noir 2020 2021 94.54
Vinuri de Comrat Vin de collectie Pastoral (Cahor) 2010 2020 94.54
Asconi
Sol Negru Cabernet Sauvignon
Rose
2019 2020 93.83
Vinia Traian Cabernet Sauvignon 2018 2020 93.07
NovaK Winery Pinot Noir 2017 2020 92.91
1. Quality
Rating
Awards
Moldova wines highest average score
(more than 2 medals)
Wine Vintage Rating Medals
Sol Negru Cabernet Sauvignon Rose 2019 93.83 2.0
Rosu de Purcari 2017 92.03 2.0
Ice Wine Muscat Ottonel & Traminer 2017 92.03 2.0
Ice Wine Cabernet Sauvignon 2017 92.00 2.0
Vita lui Botgros - Cabernet Sauvignon &
Merlot
2017 91.28 2.0
Taraboste Pinot Noir 2016 91.28 2.0
Ialoveni Armonios Reserva 1994 91.02 4.0
Sapiens Rose de Purcari 2019 91.00 6.0
Cricova Brut White 2017 90.78 4.0
Casa Vinicola Luca Viorica Late Harvest 2019 90.54 3.0
1. Quality
Rating
Awards
Awards and Points distribution
(44,836 records, 3 years)
Price = Quality ?
1. Quality
Rating
Awards
2. Price
Price & Points
1. Quality
Rating
Awards
2. Price
1. Quality
Rating
Awards
2. Price
Price & Points
< $24 – 44.94%
$25 - $42 – 30.90%
$43 - $67 – 16.10%
$68 - $110 – 6.08%
$110 - $190 – 1.33%
$190 - $370 – 0.50%
$370 - $750 – 0.10%
>$750 – 0.05%
1. Quality
Rating
Awards
2. Price
Price Distribution
(<$110 represent 98.2% of total wines)
< $24 – 44.94%
$25 - $42 – 30.90%
$43 - $67 – 16.10%
$68 - $110 – 6.08%
$110 - $190 – 1.33%
$190 - $370 – 0.50%
$370 - $750 – 0.10%
>$750 – 0.05%
1. Quality
Rating
Awards
2. Price
Prediction
Price prediction model
price = f(points, vintage, country, grape, alcohol, color)
Total set – 184,469
Training – 80 %
Test – 20 %
1. Quality
Rating
Awards
2. Price
Prediction
Moldova wine – Price vs Prediction
1. Quality
Rating
Awards
2. Price
Prediction
Moldova wine – Price vs Prediction
1. Quality
Rating
Awards
2. Price
Prediction
Moldova wine – Price vs Prediction
1. Quality
Rating
Awards
2. Price
Prediction
Moldova wine – 2021
(Prediction by Price)
winery wine vintage points
Predicted
price
Domeniile Pripa Saperavi 2021 89 28.03
Ialoveni Armonios 2021 86 27.27
Domeniile Davidescu Rara Neagra-Saperavi 2021 90 25.29
Castel Mimi The Governor's Blend 2021 89 22.62
Castel Mimi Rosu de Bulboaca 2021 91 22.62
Domeniile Pripa Feteasca Neagra 2021 86 22.08
Chateau Vartely Taraboste 2021 90 22.08
Chateau Vartely Individo Rara Neagra-Malbec-Syrah 2021 88 19.78
Alianta-Vin Merlot-Cabernet Sauvignon-Saperavi 2021 88 19.78
Imperial Vin Group Maestro Cabernet Sauvignon 2021 89 19.48
Chateau Vartely Chardonnay 2021 88 18.91
Purcari Nocturne Cabernet Sauvignon 2021 86 16.94
Suvorov Kazayak Merlot 2021 87 16.94
Imperial Vin Group Apriori Empirico Saperavi 2021 86 16.94
1. Quality
Rating
Awards
2. Price
Prediction
Moldova wine – 2021
(Prediction by Points)
winery wine vintage points
Predicted
price
Purcari Viorica de Purcari 2021 95 15.73
Purcari Academia Rara Neagra 2021 95 15.35
Fautor Winery Aurore Rara Neagra 2021 95 16.49
Chateau Vartely Individo Merlot-Cabernet Sauvignon 2021 95 15.88
Radacini Chardonnay 2021 95 14.90
Purcari Negru de Purcari 2021 94 16.11
Suvorov Vin Kayazak Viorica 2021 92 15.00
Vinaria Bostavan Dor Rara Neagra-Cabernet Sauvignon 2021 92 14.90
Domeniile Davidescu Rose Rara Neagra 2021 92 15.32
Purcari Sapiens Rara Neagra 2021 92 14.90
Carpe Diem Bad Boys 2021 92 16.49
Asconi Penumbra 2021 92 16.49
Purcari Academia 2021 92 14.96
Chateau Vartely Taraboste Tribut Saperavi 2021 92 15.88
1. Quality
Rating
Awards
2. Price
Prediction
3. Description
Key words
Best red wines description
(32,124 reviews, 92+ points)
1. Quality
Rating
Awards
2. Price
Prediction
3. Description
Key words
Moldova red wine description
1. Quality
Rating
Awards
2. Price
Prediction
3. Description
Key words
News
News as price engine
Negre de la Fautor – cel mai bun vin roșu din lume
La sesiunea „Roșu & Alb”, ediția 2022, „Negre” a
fost în topul clasamentului vinurilor roșii alese
dintr-un total de 5 mii de vinuri din întreaga lume.
Un vin din Republica Moldova a fost
desemnat cel mai bun vin roşu din lume
Вино из Молдовы признано лучшим в
мире на международном конкурсе в
Италии
28 iunie 2022
28 iunie 2022
01 iunie 2022
1 июня 2022
1. Quality
Rating
Awards
2. Price
Prediction
3. Description
Key words
News
News as price engine
Fautor Negre price history (source www.wine-searcher.com)
1. Quality
Rating
Awards
2. Price
Prediction
3. Description
Key words
News
News as price engine
Fautor Negre availability (source www.wine-searcher.com)
1. Quality
Rating
Awards
2. Price
Prediction
3. Description
Key words
News
4. Future
Blockchain
Digital Provenance: Wine Bottles
Will Be Tracked Using Blockchain
WiV platform. Key elements
• Blockchain
• Security
• Token WiV
• Smart-contract WiV
• Valet WiV
• Audit WiV API
• WiV White Label
• Interface WiV API
1. Quality
Rating
Awards
2. Price
Prediction
3. Description
Key words
News
4. Future
Blockchain
DWS
Digital Wine Storage
1. Quality
Rating
Awards
2. Price
Prediction
3. Description
Key words
News
4. Future
Blockchain
DWS
Digital Wine Storage
Facility 3
Facility 1 Facility 2
Users manage distributed
collections from a single
app interface.
Thank you !
anatol.poiata@ac-tech.com
kunev@deeplace.md

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2022 10 Fintech Conference Winetech&Fintech.pptx

  • 1. Winetech & Fintech – synergy for future Anatol Poiată Veaceslav Cunev Data-driven Wine Selection
  • 2. Veaceslav Cunev IT professional with over 30 years of experience graduated from the Bauman Moscow State Technical University. A serial entrepreneur and founder of multiple startups and IT companies such as Deeplace, Gustos.life, FoodHouse etc. Dedicated professor at the Technical University of Moldova teaching "Systems Thinking" and "Technologies of the Future". Anatol Poiata Mathematician, expert in Data Science and Machine Learning systems with a wealth of experience in carrying out various projects (scoring models, customer segmentation models, NLP etc.). Expert in wine tourism. Co-Chief of Data Science Department AC- Technologies
  • 4. Wine vs Gold Indexes The Liv-ex Fine Wine 1000 tracks 1,000 wines from across the world and is our broadest measure of the market. It comprises seven sub-indices which represent the most traded wines from regions around the world: • Bordeaux - 500 • Bordeaux Legends - 40 • Burgundy - 150 • Champagne - 50 • Rhone - 100 • Italy - 100 • Rest of the World - 60.
  • 5. Knight Frank Luxury Investment Index Q2 2021. Knight Frank tracks the performance of ten luxury investments. These assets include classic cars, wine, art, or more niche collectable asset classes like stamps or coins
  • 6. Why invest in wine? Proven track record The last 30 years are proof that fine wine is one of the best performing assets, with a compound annual growth rate of 10%. Uncorrelated to the market In times of market turmoil, such as the 2008 crisis or the coronavirus pandemic, investments in fine wine are fairly insensitive to the macro economic context. It’s a tangible asset Wine has intrinsic value that makes it suitable for preserving wealth as a medium to long-term investment. Increasing demand Globally, due to new emerging economies, people drink more fine wine than ever before. Combined with reduced supply, this makes wine prices go up. Limited supply Fine wine production is controlled by law. What’s more, production methods, weather conditions and geographic constraints also influence quantities. Together, these parameters contribute to the scarcity of fine wine.
  • 7. Major factors: Quality 1. Quality 95+ 90-94 80-89 70-79 60-69 50-59 Classic Outstanding Good to very good Average Below average Poor
  • 8. Quality = Ratings ?! 1. Quality
  • 9. 1. Quality Unique Data Base • more than 200,000 records on awarded wines • more than 220 international competitions results • more than 140,00 wine titles and vintages Unique Rating calculation algorithm • Deep analyze of data • Identifying distribution pattern • Convert award to mean interval value • Adjusting rating value according to other awards Enhanced reports • Data marts and data slices • Reports by countries, contests, grape varieties, etc. • Ratings by different criteria • “Undiscovered gems”
  • 10. 1. Quality Rating Awards Medals count by countries (2020-2021) Moldova 2020 – 1347 2021 - 1645
  • 11. 1. Quality Rating Awards Moldova wineries medals (2020-2021) Winery Medals Fautor 706 Vinaria Purcari 669 Castel Mimi 122 Chateau Vartely 119 Kazayak 110 Vinaria Bostavan 90 Consalcom (Apriori, Maesto) 89 NovaK Winery 89 Cricova 88 Vinaria din Vale 62 Negru de Purcari 122 Fautor Late Harvest Sauvignon Blanc 80 Fautor Ice Wine 80 Fautor Negre 74 Illustro Reserva 65 Top Moldova wines by medals
  • 12. 1. Quality Rating Awards Moldova Average score – 87.27 Best score – 96.59 Countries by rating ranges
  • 13. 1. Quality Rating Awards Moldova wines highest score Winery Wine Name Vintage Competition Year Rating Gitana Winery Saperavi 2017 2020 96.59 Radacini Blanc de Cabernet 2018 2020 95.22 Radacini Chardonnay 2020 2021 95.00 Fautor Illustro Reserva Cabernet Sauvignon & Merlot 2013 2020 94.54 Vinia Traian Cabernet Sauvignon 2019 2021 94.54 Vinaria din Vale Motive Rose 2020 2021 94.54 Vinaria Bostavan Dor Feteasca Neagra & Pinot Noir 2020 2021 94.54 Vinuri de Comrat Vin de collectie Pastoral (Cahor) 2010 2020 94.54 Asconi Sol Negru Cabernet Sauvignon Rose 2019 2020 93.83 Vinia Traian Cabernet Sauvignon 2018 2020 93.07 NovaK Winery Pinot Noir 2017 2020 92.91
  • 14. 1. Quality Rating Awards Moldova wines highest average score (more than 2 medals) Wine Vintage Rating Medals Sol Negru Cabernet Sauvignon Rose 2019 93.83 2.0 Rosu de Purcari 2017 92.03 2.0 Ice Wine Muscat Ottonel & Traminer 2017 92.03 2.0 Ice Wine Cabernet Sauvignon 2017 92.00 2.0 Vita lui Botgros - Cabernet Sauvignon & Merlot 2017 91.28 2.0 Taraboste Pinot Noir 2016 91.28 2.0 Ialoveni Armonios Reserva 1994 91.02 4.0 Sapiens Rose de Purcari 2019 91.00 6.0 Cricova Brut White 2017 90.78 4.0 Casa Vinicola Luca Viorica Late Harvest 2019 90.54 3.0
  • 15. 1. Quality Rating Awards Awards and Points distribution (44,836 records, 3 years)
  • 16. Price = Quality ? 1. Quality Rating Awards 2. Price
  • 17. Price & Points 1. Quality Rating Awards 2. Price
  • 18. 1. Quality Rating Awards 2. Price Price & Points < $24 – 44.94% $25 - $42 – 30.90% $43 - $67 – 16.10% $68 - $110 – 6.08% $110 - $190 – 1.33% $190 - $370 – 0.50% $370 - $750 – 0.10% >$750 – 0.05%
  • 19. 1. Quality Rating Awards 2. Price Price Distribution (<$110 represent 98.2% of total wines) < $24 – 44.94% $25 - $42 – 30.90% $43 - $67 – 16.10% $68 - $110 – 6.08% $110 - $190 – 1.33% $190 - $370 – 0.50% $370 - $750 – 0.10% >$750 – 0.05%
  • 20. 1. Quality Rating Awards 2. Price Prediction Price prediction model price = f(points, vintage, country, grape, alcohol, color) Total set – 184,469 Training – 80 % Test – 20 %
  • 24. 1. Quality Rating Awards 2. Price Prediction Moldova wine – 2021 (Prediction by Price) winery wine vintage points Predicted price Domeniile Pripa Saperavi 2021 89 28.03 Ialoveni Armonios 2021 86 27.27 Domeniile Davidescu Rara Neagra-Saperavi 2021 90 25.29 Castel Mimi The Governor's Blend 2021 89 22.62 Castel Mimi Rosu de Bulboaca 2021 91 22.62 Domeniile Pripa Feteasca Neagra 2021 86 22.08 Chateau Vartely Taraboste 2021 90 22.08 Chateau Vartely Individo Rara Neagra-Malbec-Syrah 2021 88 19.78 Alianta-Vin Merlot-Cabernet Sauvignon-Saperavi 2021 88 19.78 Imperial Vin Group Maestro Cabernet Sauvignon 2021 89 19.48 Chateau Vartely Chardonnay 2021 88 18.91 Purcari Nocturne Cabernet Sauvignon 2021 86 16.94 Suvorov Kazayak Merlot 2021 87 16.94 Imperial Vin Group Apriori Empirico Saperavi 2021 86 16.94
  • 25. 1. Quality Rating Awards 2. Price Prediction Moldova wine – 2021 (Prediction by Points) winery wine vintage points Predicted price Purcari Viorica de Purcari 2021 95 15.73 Purcari Academia Rara Neagra 2021 95 15.35 Fautor Winery Aurore Rara Neagra 2021 95 16.49 Chateau Vartely Individo Merlot-Cabernet Sauvignon 2021 95 15.88 Radacini Chardonnay 2021 95 14.90 Purcari Negru de Purcari 2021 94 16.11 Suvorov Vin Kayazak Viorica 2021 92 15.00 Vinaria Bostavan Dor Rara Neagra-Cabernet Sauvignon 2021 92 14.90 Domeniile Davidescu Rose Rara Neagra 2021 92 15.32 Purcari Sapiens Rara Neagra 2021 92 14.90 Carpe Diem Bad Boys 2021 92 16.49 Asconi Penumbra 2021 92 16.49 Purcari Academia 2021 92 14.96 Chateau Vartely Taraboste Tribut Saperavi 2021 92 15.88
  • 26. 1. Quality Rating Awards 2. Price Prediction 3. Description Key words Best red wines description (32,124 reviews, 92+ points)
  • 27. 1. Quality Rating Awards 2. Price Prediction 3. Description Key words Moldova red wine description
  • 28. 1. Quality Rating Awards 2. Price Prediction 3. Description Key words News News as price engine Negre de la Fautor – cel mai bun vin roșu din lume La sesiunea „Roșu & Alb”, ediția 2022, „Negre” a fost în topul clasamentului vinurilor roșii alese dintr-un total de 5 mii de vinuri din întreaga lume. Un vin din Republica Moldova a fost desemnat cel mai bun vin roşu din lume Вино из Молдовы признано лучшим в мире на международном конкурсе в Италии 28 iunie 2022 28 iunie 2022 01 iunie 2022 1 июня 2022
  • 29. 1. Quality Rating Awards 2. Price Prediction 3. Description Key words News News as price engine Fautor Negre price history (source www.wine-searcher.com)
  • 30. 1. Quality Rating Awards 2. Price Prediction 3. Description Key words News News as price engine Fautor Negre availability (source www.wine-searcher.com)
  • 31. 1. Quality Rating Awards 2. Price Prediction 3. Description Key words News 4. Future Blockchain Digital Provenance: Wine Bottles Will Be Tracked Using Blockchain
  • 32. WiV platform. Key elements • Blockchain • Security • Token WiV • Smart-contract WiV • Valet WiV • Audit WiV API • WiV White Label • Interface WiV API
  • 33. 1. Quality Rating Awards 2. Price Prediction 3. Description Key words News 4. Future Blockchain DWS Digital Wine Storage
  • 34. 1. Quality Rating Awards 2. Price Prediction 3. Description Key words News 4. Future Blockchain DWS Digital Wine Storage Facility 3 Facility 1 Facility 2 Users manage distributed collections from a single app interface.