Technology Trends in AI Viticulture & Winemaking
Evidence-based signals from research, industry and real-world adoption.
- Last successful update:
- 12 Nov 2026, 22:04
- Next scheduled collection:
- 13 Nov 2026, 06:00 (Europe/Budapest)
Live data: topics and scores come from the hourly collection pipeline.
Active trends
19
3vs previous period
New emerging topics
0
0vs previous period
Hot and breakout topics
0
0vs previous period
Cooling topics
2
0vs previous period
New technologies detected
0
0vs previous period
Articles analyzed
26
22vs previous period
Independent sources
11
7vs previous period
Countries represented
5
0vs previous period
Ranked trends
| Movement | Trend | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 0 | AI-based grape disease detection | Plant health | Rising | 66 | 80 | 1 | Field trial | 11 Nov | |
| 2 | 11 | Energy and water optimization in wineries | Winemaking and fermentation | Rising | 62 | 71 | 1 | Early commercial | 12 Nov | |
| 3 | 0 | Robotic pruning and harvesting | Robotics and automation | Rising | 58 | 78 | 2 | Prototype | 11 Nov | |
| 4 | 16 | Microbial terroir genomics and AI | Winemaking and fermentation | Rising | 55 | 66 | 2 | Research | 11 Nov | |
| 5 | 3 | Drone and satellite vineyard mapping | Vineyard intelligence | Rising | 54 | 83 | 3 | Scaling | 27 Oct | |
| 6 | 2 | Traceability and supply-chain intelligence | Traceability and supply chain | Emerging | 48 | 71 | 1 | Early commercial | 02 Nov | |
| 7 | 2 | Soil and vine sensor networks | Vineyard intelligence | Emerging | 46 | 80 | 1 | Scaling | 14 Oct | |
| 8 | 2 | Climate-risk prediction | Climate and water | Emerging | 46 | 82 | 1 | Field trial | 26 Oct | |
| 9 | 2 | Smart irrigation | Climate and water | Emerging | 45 | 71 | 0 | Scaling | 12 Oct | |
| 10 | 1 | Autonomous vineyard machinery | Robotics and automation | Emerging | 43 | 74 | 1 | Early commercial | 15 Oct | |
| 11 | 9 | Winery ERP and data platforms | Business and marketing | Emerging | 43 | 72 | 0 | Established | 12 Oct | |
| 12 | 2 | Computer vision for vineyard monitoring | Vineyard intelligence | Emerging | 42 | 72 | 1 | Early commercial | 25 Oct | |
| 13 | 1 | Smoke-taint risk prediction | Quality control | Emerging | 41 | 67 | 0 | Research | 14 Sept | |
| 14 | 2 | Generative AI for wine marketing | Business and marketing | Emerging | 41 | 63 | 1 | Scaling | 20 Oct | |
| 15 | 4 | AI fermentation control | Winemaking and fermentation | Emerging | 38 | 61 | 0 | Field trial | 01 Oct | |
| 16 | 4 | AI-driven frost protection | Climate and water | Emerging | 38 | 61 | 0 | Field trial | 24 Sept | |
| 17 | 0 | Spectroscopy and chemical analysis | Quality control | Emerging | 35 | 67 | 1 | Established | 20 Oct | |
| 18 | 0 | Flavescence dorée early detection | Plant health | Emerging | 32 | 64 | 0 | Research | 28 Aug | |
| 19 | 4 | Yield and harvest-date prediction | Harvest prediction | Watch | 26 | 53 | 0 | Early commercial | 05 Oct | |
| 20 | 1 | Robotic weed control | Robotics and automation | Watch | 25 | 53 | 0 | Field trial | 23 Sept | |
| 21 | 0 | AI blending optimization | Winemaking and fermentation | Watch | 25 | 53 | 1 | Prototype | 05 Nov | |
| 22 | 0 | Thermal imaging for vine water stress | Vineyard intelligence | Watch | 22 | 53 | 0 | Field trial | 10 Oct | |
| 23 | 0 | Digital twins for vineyards | Vineyard intelligence | Watch | 10 | 10 | 0 | Prototype | — | |
| 24 | 0 | Predictive wine-quality analytics | Quality control | Watch | 10 | 10 | 0 | Early commercial | — |
Trend Score over time
Compare up to five topics. Click a topic to show or hide it.
Momentum vs evidence
X: mention velocity · Y: authority and evidence · size: relevant mentions · colour: status · outline: confidence.
- Watch
- Emerging
- Rising
- Hot
- Breakout
Ranking history
How the top ten technologies changed rank during the selected period.
Mentions by source type
Original stories only; syndicated copies count as one story.
- Industry media
Technology category distribution
Topics per category, split by trend status.
- Watch
- Emerging
- Rising
- Hot
- Breakout
Adoption pipeline
Tracked technologies and named deployments in each stage.
01
ResearchResearch
3
technologies
1
named deployments / trials
02
PrototypePrototype
3
technologies
2
named deployments / trials
03
Field trialField trial
6
technologies
0
named deployments / trials
04
Early commercialEarly commercial
6
technologies
0
named deployments / trials
05
ScalingScaling
4
technologies
2
named deployments / trials
06
EstablishedEstablished
2
technologies
0
named deployments / trials
How the VINOvation Trend Score is calculated
Every component is normalized to 0–100, weighted and summed, then penalties are subtracted and the result is clamped between 0 and 100.
- Domain relevance15%
- Mention velocity20%
- Source diversity15%
- Freshness10%
- Authority and evidence10%
- Research momentum10%
- Commercial adoption10%
- Novelty5%
- Geographic spread5%
Penalties
- Duplicate or syndicated content burst: −15
- Single-source marketing campaign without independent evidence: −10
- Unsupported numerical claim: −10
- Consumer wine recommendation or retail content: −10
- Old article republished without new information: −5
Status bands
0–29 Watch · 30–49 Emerging · 50–69 Rising · 70–84 Hot · 85–100 Breakout
Hot/Breakout requires at least two independent sources or one tier-A source.
24 technologies