kywx
Kentucky AI Weather Engine

Kentucky AI Forecasting Beta

This is the ECMWF model's output only

You're viewing raw atmospheric data from the ECMWF (European Centre for Medium-Range Weather Forecasts (IFS)). This is just one model's interpretation and it may disagree with the other models.

Our AI uses this data (along with other models) to create the final forecast. Don't treat this as the definitive answer.

View the Synthesized Forecast Instead

ECMWF Forecast Data

European Centre for Medium-Range Weather Forecasts (IFS)

The ECMWF Integrated Forecasting System (IFS) is widely regarded as the most accurate global weather prediction model in the world. Operating at a pristine 9km horizontal resolution with 137 vertical levels, it offers significantly higher fidelity than the GFS, particularly in resolving complex topography like the Appalachian Mountains. The Euro is the 'Gold Standard' for medium-range forecasting (Days 3-10), renowned for its advanced 4D-Var data assimilation system that creates the most precise initial snapshot of the atmosphere possible. It serves as the ultimate 'tie-breaker' when American models disagree on storm tracks or precipitation types.

resolution
9km (0.1°) horizontal, 137 vertical levels
domain
Global coverage
update Frequency
Twice daily (00, 12 UTC)
forecast Length
240 hours
physics
Non-hydrostatic IFS dynamic core with advanced cloud microphysics
data Assimilation
4D-Var (Four-Dimensional Variational) - The global benchmark

Scattered Showers and Humid Conditions Across Most of Kentucky

Pack an umbrella if you are out and about across most of the state. While it won't be a washout, scattered light rain showers will be moving through periodically from the early morning hours through the late afternoon. The best chance for rain will be in the southern and western parts of the state.

The northern part of the state, particularly near the Ohio River and Covington, will likely stay dry. Elsewhere, expect plenty of clouds and muggy conditions with temperatures reaching the mid-to-upper 80s. The rain will taper off as we head into the evening hours.

Why is this happening?
Technical explanation of the atmospheric setup

Regional Conditions

PURCHASE

Paducah, Murray, Mayfield
NUISANCE
Condition
Rain
Periodic Showers in the West
The Purchase area will see rounds of light rain starting early in the morning and continuing through the afternoon. It will be a very warm and muggy day.
Temperature
High
91°
Low
77°
Feels Like
80°
Precipitation
Chance
80%
Rain
0.15 - 0.15"
Wind
4 mph

NORTHWEST PENNYRILE

Owensboro, Henderson, Morganfield
NUISANCE
Condition
Rain
Daytime Showers Likely
Expect grey skies and occasional rain showers through the first half of the day. Skies will begin to clear late in the afternoon.
Temperature
High
88°
Low
76°
Feels Like
79°
Precipitation
Chance
80%
Rain
0.15 - 0.15"
Wind
2 mph

SOUTHWEST PENNYRILE

Hopkinsville, Madisonville, Princeton
NUISANCE
Condition
Rain
Showers and High Humidity
A damp day is ahead with rain showers expected off and on from dawn through dusk. It will feel very muggy with highs near 90.
Temperature
High
89°
Low
76°
Feels Like
79°
Precipitation
Chance
80%
Rain
0.22 - 0.22"
Wind
3 mph

BARREN RIVER

Bowling Green, Glasgow, Franklin
NUISANCE
Condition
Rain
Frequent Showers Expected
Rain chances remain high throughout the day. While rain will be light, it will be persistent at times, especially in the afternoon.
Temperature
High
87°
Low
75°
Feels Like
78°
Precipitation
Chance
80%
Rain
0.24 - 0.24"
Wind
3 mph

LOUISVILLE METRO

Louisville, La Grange, Shepherdsville
NUISANCE
Condition
Rain
Morning Sprinkles, Afternoon Clearing
Expect some light rain during the morning commute. Showers will dry up by the afternoon with some breaks in the clouds possible.
Temperature
High
89°
Low
74°
Feels Like
76°
Precipitation
Chance
80%
Rain
0.05 - 0.05"
Wind
5 mph

LINCOLN TRAIL

Elizabethtown, Bardstown, Leitchfield
NUISANCE
Condition
Rain
Cloudy and Damp
Rain showers are likely through the early afternoon. It will stay overcast for most of the day, keeping temperatures slightly cooler than average.
Temperature
High
86°
Low
74°
Feels Like
77°
Precipitation
Chance
80%
Rain
0.18 - 0.18"
Wind
2 mph

LAKE CUMBERLAND

Somerset, Columbia, Monticello
NUISANCE
Condition
Rain
Humid with Steady Showers
A grey and damp day is expected around the lake. Frequent light showers will be common from the morning hours through late evening.
Temperature
High
85°
Low
73°
Feels Like
77°
Precipitation
Chance
80%
Rain
0.24 - 0.24"
Wind
4 mph

NORTHERN KY

Covington, Florence, Independence
Condition
Cloudy
Mostly Dry and Overcast
Northern Kentucky will be the exception to the rain today. While it will be mostly cloudy, you likely won't need an umbrella.
Temperature
High
84°
Low
70°
Feels Like
72°
Precipitation
Chance
10%
Wind
5 mph

BLUEGRASS CORE

Lexington, Georgetown, Winchester
NUISANCE
Condition
Rain
Brief Morning Showers
A few light showers are possible in the morning, but most of the afternoon should be dry under cloudy skies.
Temperature
High
87°
Low
72°
Feels Like
74°
Precipitation
Chance
80%
Rain
0.04 - 0.04"
Wind
6 mph

BLUEGRASS FOOTHILLS

Richmond, Danville, Berea
NUISANCE
Condition
Rain
Rainy Morning, Damp Afternoon
Rain will be more likely in the morning and early afternoon before tapering off. It will be a muggy day with highs in the low 80s.
Temperature
High
82°
Low
72°
Feels Like
74°
Precipitation
Chance
80%
Rain
0.11 - 0.11"
Wind
4 mph

NORTHEAST KY

Ashland, Morehead, Grayson
NUISANCE
Condition
Rain
Morning Rain Likely
Keep the umbrella handy for the morning hours. Rain chances decrease significantly by the afternoon as skies stay mostly cloudy.
Temperature
High
84°
Low
69°
Feels Like
71°
Precipitation
Chance
80%
Rain
0.06 - 0.06"
Wind
5 mph

SOUTHEAST COALFIELDS

Hazard, Pikeville, Harlan
NUISANCE
Condition
Rain
Widespread Showers in the Mountains
Rain will be common throughout the day, especially in the higher elevations. Fog is likely in the valleys during the morning.
Temperature
High
83°
Low
71°
Feels Like
74°
Precipitation
Chance
80%
Rain
0.19 - 0.19"
Wind
5 mph

Technical Analyses

To generate the forecast, our AI system analyzed multiple atmospheric layers and variables from the ECMWF model. Each chart below represents a different aspect of the atmosphere—from the jet stream at 30,000 feet down to surface conditions—providing crucial pieces of the weather puzzle.

The AI model extracted key meteorological features from each analysis, identified patterns and conflicts between different atmospheric levels, and synthesized this information into a coherent forecast. For example, surface temperatures might suggest snow, but upper-level warmth could mean rain instead. The model weighs these factors to determine the most likely outcome based on historical precedent.

Below you'll find detailed breakdowns of each atmospheric analysis that contributed to the forecast, including what the model shows and how it influences Kentucky's weather.

Thermodynamics

Stability & Temperatures

How temperature changes with altitude. This determines whether precipitation falls as rain, snow, sleet, or freezing rain based on the vertical temperature profile.

Vertical Temperature Stack

The vertical temperature profile is typical of a tropical airmass with moist-adiabatic lapse rates and no significant inversions or warm noses. High surface dewpoints in the 70s suggest a high-floor for overnight lows.

Thermal Boundary Location

The entire state remains in the warm sector south of a stalled frontal boundary near the Great Lakes.

Diurnal Trend

The diurnal curve is muted due to high cloud cover and evaporative cooling from light rain showers. Highs will struggle to reach the 90s despite the warm airmass.

Kinematics

Wind & Energy

Wind patterns and atmospheric energy. Frontal passages, jet stream positioning, and vorticity tell us where and when lift will generate precipitation.

Frontal Passage

No frontal passage is observed. Wind shifts are negligible and remain light from the south/southwest.

Jet Stream Support

The jet stream is located well to the north across the Great Lakes, providing only weak large-scale divergence over Kentucky.

Energy Status

A series of weak shortwave troughs (vorticity maximums) are pivoting through the broad cyclonic flow, acting as the primary trigger for the scattered showers.

Hydrology

Moisture & Precipitation

Moisture content and precipitation character. This reveals whether the atmosphere is saturated enough to produce precipitation, and what type to expect (steady vs. bursts).

Saturation Status

The column is largely saturated below 500mb across the southern half of the state, while Northern Kentucky exhibits a dry slot above 850mb, limiting precip there.

Precipitation Character

Precipitation is primarily stratiform in nature with light rain and drizzle, though localized convective bursts are possible where minor clearing occurs.

Flooding Context

Hydrologic conditions are stable. Rainfall totals are too low to pose any flood risk, and the high evapotranspiration rates of mid-July will mitigate the modest liquid input.

ECMWF Raw Data For
Monday, 7/20/2026
ECMWF Raw Data For
Tuesday, 7/21/2026
ECMWF Raw Data For
Wednesday, 7/22/2026
ECMWF Raw Data For
Thursday, 7/23/2026
ECMWF Raw Data For
Friday, 7/24/2026
ECMWF Raw Data For
Saturday, 7/25/2026
ECMWF Raw Data For
Sunday, 7/26/2026

Technical Model Notes