Automation index
How much of a Winemaker’s job can AI already do?
A lab panel and a batch come earlier. Tasting, blending and signing the vintage do not.
This percentage does not predict how many people will lose their jobs.
Task comparison
IS WORK OVER?
Winemaker
25%
AI can already do 25% of this job.
#223 / 633
View rankingWinemaker
Where the time goes
Task weights are our estimates based on O*NET frequency data, not time shares published by O*NET.
The time saving for each task is estimated separately.
| Task | Share | AI | Points |
|---|---|---|---|
Lab work, densities and fermentation control.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 40% | +6.4 |
Tasting, blending and the call on the vintage.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 18% | +3.2 |
Vineyard, ripeness and when to pick.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 22% | +4 |
Ageing, barrel, filtration and bottling.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 32% | +5.1 |
Cellar, records and the board’s visit.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 28% | +4.5 |
Signing the vintage and owning the bottle.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 14% | +2.2 |
| Total | 100% | 25% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- make wine
- taste musts
- blend wines
- control fermentation
- decide harvest
- age in barrel
- bottle
- sign the vintage
Sources for this job· O*NET 19-1012.00· ESCO/ISCO 2145
IS WORK OVER?
Cloud architect
28%
#82 / 633
View rankingCloud architect
Where the time goes
Task weights are our estimates based on O*NET frequency data, not time shares published by O*NET.
The time saving for each task is estimated separately.
| Task | Share | AI | Points |
|---|---|---|---|
Diagrams, ADRs and a first IaC pass.EstimateNo public source provides a precise figure. This is our estimate. | 22% | 48% | +10.6 |
Cost estimate, Well-Architected and gaps.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 40% | +7.2 |
Review PRs, security and network.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 20% | +3.2 |
Align with security, finops and product.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 15% | +2.4 |
PoCs, real failures and vendor limits.EstimateNo public source provides a precise figure. This is our estimate. | 14% | 18% | +2.5 |
Sign the design and own the incident.EstimateNo public source provides a precise figure. This is our estimate. | 14% | 14% | +2 |
| Total | 100% | 28% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- building plans
- renders
- sign a project
- Diagrams, ADRs and a first IaC pass
- Cost estimate, Well-Architected and gaps
- Review PRs, security and network
- Align with security, finops and product
- PoCs, real failures and vendor limits
- Sign the design and own the incident
- arquitecto cloud
Sources for this job· O*NET 15-1243.01· ESCO/ISCO 2511