kywx
Kentucky AI Weather Engine

Kentucky AI Forecasting Beta

Sat, Jan 3
Mon, Jan 5
Forecast For

Sunday, January 4

Updated Jan 3, 4:37 PM EST
Confidence
90%

How Did We Do?

Comparing our AI forecast to actual observations from Sunday, January 4, 2026.

Temperature
±3.8°F
Average Error
Precipitation
±0.00"
Average Error
Wind Speed
±2.6mph
Average error

Regional Assessments

Purchase Area

Paducah, Murray, Mayfield
Temperature
Forecast
44° / 28°
Actual
48° / 22°
Error: -4°F high, 6°F low
Precipitation
Forecast
0"
Actual
0"
✓ Within forecast range
Wind Speed
Forecast
4 / 8 mph
Actual
1 / 8 mph
Mesonet Stations HCKM, BAND

Northwest Pennyrile

Owensboro, Henderson, Morganfield
Temperature
Forecast
42° / 27°
Actual
47° / 20°
Error: -5°F high, 7°F low
Precipitation
Forecast
0"
Actual
0"
✓ Within forecast range
Wind Speed
Forecast
5 / 10 mph
Actual
2 / 9 mph
Mesonet Stations FRNY, RPTN, GRHM, DIXO

Southwest Pennyrile

Hopkinsville, Madisonville, Princeton
Temperature
Forecast
44° / 27°
Actual
48° / 21°
Error: -4°F high, 6°F low
Precipitation
Forecast
0"
Actual
0"
✓ Within forecast range
Wind Speed
Forecast
5 / 10 mph
Actual
3 / 11 mph
Mesonet Stations PRNC, PGHL, ERLN, CADZ, CCTY

Barren River

Bowling Green, Glasgow, Franklin
Temperature
Forecast
44° / 28°
Actual
48° / 21°
Error: -4°F high, 7°F low
Precipitation
Forecast
0"
Actual
0"
✓ Within forecast range
Wind Speed
Forecast
5 / 9 mph
Actual
1 / 8 mph
Mesonet Stations FARM, WDBY, EWPK

Louisville Metro

Louisville, La Grange, Shepherdsville
Temperature
Forecast
40° / 29°
Actual
40° / 21°
Error: 0°F high, 8°F low
Precipitation
Forecast
0"
Actual
0"
✓ Within forecast range
Wind Speed
Forecast
4 / 7 mph
Actual
3 / 13 mph
Mesonet Stations LGRN

Lincoln Trail

Elizabethtown, Bardstown, Leitchfield
Temperature
Forecast
42° / 27°
Actual
46° / 18°
Error: -4°F high, 9°F low
Precipitation
Forecast
0"
Actual
0"
✓ Within forecast range
Wind Speed
Forecast
4 / 6 mph
Actual
1 / 10 mph
Mesonet Stations CRMT, BLRK, CCLA, BRND, HARD

Lake Cumberland

Somerset, Columbia, Monticello
Temperature
Forecast
44° / 27°
Actual
49° / 20°
Error: -5°F high, 7°F low
Precipitation
Forecast
0"
Actual
0"
✓ Within forecast range
Wind Speed
Forecast
4 / 6 mph
Actual
1 / 9 mph
Mesonet Stations PCWN, CMBA, GRDR, WOOD, GRBG

Northern Kentucky

Covington, Florence, Independence
Temperature
Forecast
37° / 25°
Actual
39° / 19°
Error: -2°F high, 6°F low
Precipitation
Forecast
0"
Actual
0"
✓ Within forecast range
Wind Speed
Forecast
5 / 10 mph
Actual
2 / 9 mph
Mesonet Stations HHTS, HUEY

Inner Bluegrass

Lexington, Georgetown, Winchester
Temperature
Forecast
39° / 25°
Actual
42° / 18°
Error: -3°F high, 7°F low
Precipitation
Forecast
0"
Actual
0"
✓ Within forecast range
Wind Speed
Forecast
5 / 6 mph
Actual
2 / 9 mph
Mesonet Stations LXGN, SPIN

Bluegrass Foothills

Richmond, Danville, Berea
Temperature
Forecast
41° / 25°
Actual
45° / 19°
Error: -4°F high, 6°F low
Precipitation
Forecast
0"
Actual
0"
✓ Within forecast range
Wind Speed
Forecast
4 / 5 mph
Actual
2 / 7 mph
Mesonet Stations LGNT

Northeast Kentucky

Ashland, Morehead, Grayson
Temperature
Forecast
38° / 26°
Actual
42° / 15°
Error: -4°F high, 11°F low
Precipitation
Forecast
0"
Actual
0"
✓ Within forecast range
Wind Speed
Forecast
3 / 4 mph
Actual
1 / 7 mph
Mesonet Stations MRHD, CHTR

Southeast Kentucky

Hazard, Pikeville, Harlan
Temperature
Forecast
42° / 26°
Actual
49° / 20°
Error: -7°F high, 6°F low
Precipitation
Forecast
0"
Actual
0"
✓ Within forecast range
Wind Speed
Forecast
3 / 4 mph
Actual
1 / 11 mph
Mesonet Stations BMBL, QKSD, BNVL, VEST, RFVC, RFSM, PBDY

Cold and Quiet with a Gray Afternoon

Kentucky will experience a tranquil but chilly winter day as high pressure remains in control. While the morning will start with sunshine across much of the Commonwealth, a powerful upper-level jet stream will drive an increase in mid-to-high level cloud cover from west to east by the afternoon. Despite the overcast appearance later in the day, the lower atmosphere remains extremely dry, ensuring no precipitation reaches the ground.

Why is this happening?
Technical explanation of the atmospheric setup
Confidence Assessment

Strong model consensus exists for a dry day. High-pressure dominance and the lack of a moisture tap from the Gulf make precipitation almost impossible, even with the high clouds.

Get Personalized Forecasts

Choose which region in Kentucky you're interested in and we'll always show you that one first. You can change your selected region by clicking the "Star" icon on any regional forecast.

Purchase Area

Paducah, Murray, Mayfield
Morning Sun, Afternoon Gray
Cloudy
44°/ 28°

Northwest Pennyrile

Owensboro, Henderson, Morganfield
Dry and Overcast
Cloudy
42°/ 27°

Southwest Pennyrile

Hopkinsville, Madisonville, Princeton
Chilly with Increasing Clouds
Cloudy
44°/ 27°

Barren River

Bowling Green, Glasgow, Franklin
Cold Start, Gray Finish
Cloudy
44°/ 28°

Louisville Metro

Louisville, La Grange, Shepherdsville
Quiet and Cloudy
Cloudy
40°/ 29°

Lincoln Trail

Elizabethtown, Bardstown, Leitchfield
Seasonably Cold and Gray
Cloudy
42°/ 27°

Lake Cumberland

Somerset, Columbia, Monticello
Bright Start, Clouds Late
Cloudy
44°/ 27°

Northern Kentucky

Covington, Florence, Independence
The Coldest Region
Cloudy
37°/ 25°

Inner Bluegrass

Lexington, Georgetown, Winchester
Frosty Morning, Gray Afternoon
Cloudy
39°/ 25°

Bluegrass Foothills

Richmond, Danville, Berea
Calm and Cloudy
Cloudy
41°/ 25°

Northeast Kentucky

Ashland, Morehead, Grayson
Cold Valley Sunshine
Sunny
38°/ 26°

Southeast Kentucky

Hazard, Pikeville, Harlan
Quiet and Sunny in the Hills
Sunny
42°/ 26°

Possible Outcomes

Weather forecasting involves uncertainty. Below are two scenarios representing the range of possible outcomes: the "Boom" scenario shows the worst-case/highest-impact result if conditions align unfavorably, while the "Bust" scenario shows the best-case/lowest-impact result if the forecast doesn't materialize as expected.

💥

The 'Boom' Scenario

If the mid-level moisture recovers faster than expected, a few stray flurries or a light sprinkle could reach the ground in the Northern Bluegrass or Northeast Kentucky, though no accumulation would occur.

💨

The 'Bust' Scenario

If the cloud shield remains thinner or arrives later as the GFS suggests, temperatures could over-perform by 2-4 degrees, leading to a more pleasant afternoon for outdoor activities.

Model Disagreements

When models disagree, a call must be made to determine the most likely outcome. This decision is based on a combination of factors including model performance, historical data, and the models general accounting of each climatic region of Kentucky.

The Cloud Shield Conflict

The Euro (ECMWF) aggressively forecasts near 100% cloud cover by midday due to mid-level saturation (700mb-500mb). The GFS and NAM keep the state significantly clearer for a longer duration, only bringing in high-level cirrus late in the day.

ECMWF
VS
GFS
VS
NAM
Why EURO Wins

The Euro typically handles the moisture profiles of upper-level jet-induced cloud shields more accurately than the GFS, which often over-dries the mid-levels in high-vorticity environments.

Affected Regions
PURCHASENORTHWEST PENNYRILESOUTHWEST PENNYRILELOUISVILLE METRO

Boundary Layer Momentum Transfer

The GFS is forecasting surface gusts up to 15mph, while the NAM remains much calmer. This depends on how much of the 110kt jet energy can mix down through the morning inversion.

GFS
VS
NAM
Why NAM Wins

The NAM handles the strength of the morning surface inversion better than the GFS; the stability of the cold air mass near the surface should prevent significant momentum transfer of the jet energy.

Affected Regions
BLUEGRASS CORENORTHERN KYNORTHEAST KY

Technical Analysis

This section provides a deep, physics-based explanation of the weather. Our AI system analyzed multiple atmospheric layers and variables from all available models to synthesize this technical overview.

Below you'll find detailed breakdowns of the atmospheric dynamics that are driving today's forecast, including thermodynamics, kinematics, and hydrology.

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.

Thermal Profile Overview

A classic winter high-pressure profile featuring a deep surface-based radiation inversion in the morning hours followed by a dry adiabatic lapse rate up to 800mb by afternoon.

Thermal Boundary

The freezing line (0C isotherm) will start south of the state but will retreat northward, clearing the Ohio River by 19Z.

Diurnal Trend

Standard diurnal curve with a sharp rise from sunrise through 14Z, followed by a slower afternoon climb as increasing cloud cover limits insolation.

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 front. The state remains in a modified Arctic air mass following yesterday's departure of high pressure into the Tennessee Valley.

Jet Stream Support

Strong 250mb jet (110kts) provides right-entrance region divergence, supporting the mid-level cloud deck but lacking a low-level trigger.

Energy Status

A dry shortwave trough pivots through at 18Z; vorticity maxima are healthy (~0.0002) but functionally useless due to lack of moisture.

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

Highly undersaturated below 700mb. Deep virga risk is present as reflectivity may show up on radar, but large dewpoint depressions will prevent surface arrival.

Precipitation Character

None. Any potential hydrometeors will be stratiform ice crystals that evaporate in the dry 850mb layer.

Flooding Context

None. Soils are receptive and conditions are dry.

Winter Physics

Accumulation & Layers

Specific physical factors affecting winter weather, including the vertical melt/freeze profile and snow quality.

Layer Analysis

Surface temps 25-45F; no warm nose present as the entire vertical stack remains cold or dry.

Crystal Habit

Dendritic Growth Zone (DGZ) is saturated aloft (Euro), suggesting ice crystal formation, but a 5,000ft dry layer exists beneath it.

Road Impact

Dry roads. Morning frost may create isolated slick spots on bridges before 9:00 AM.

Celestial Almanac

Moon Phase

Waning Gibbous

98% Illumination
Moonrise
--:--
Moonset
9:32 AM
Purchase Area
Sunrise
8:09 AM
Sunset
5:51 PM
Civil Dawn
7:40 AM
Civil Dusk
6:20 PM
Northwest Pennyrile
Sunrise
8:05 AM
Sunset
5:43 PM
Civil Dawn
7:36 AM
Civil Dusk
6:12 PM
Southwest Pennyrile
Sunrise
8:04 AM
Sunset
5:47 PM
Civil Dawn
7:35 AM
Civil Dusk
6:16 PM
Barren River
Sunrise
8:00 AM
Sunset
5:43 PM
Civil Dawn
7:31 AM
Civil Dusk
6:12 PM
Louisville Metro
Sunrise
8:01 AM
Sunset
5:36 PM
Civil Dawn
7:31 AM
Civil Dusk
6:06 PM
Lincoln Trail
Sunrise
8:00 AM
Sunset
5:38 PM
Civil Dawn
7:31 AM
Civil Dusk
6:07 PM
Lake Cumberland
Sunrise
7:53 AM
Sunset
5:35 PM
Civil Dawn
7:24 AM
Civil Dusk
6:04 PM
Northern Kentucky
Sunrise
7:58 AM
Sunset
5:29 PM
Civil Dawn
7:28 AM
Civil Dusk
5:59 PM
Inner Bluegrass
Sunrise
7:55 AM
Sunset
5:32 PM
Civil Dawn
7:26 AM
Civil Dusk
6:01 PM
Bluegrass Foothills
Sunrise
7:54 AM
Sunset
5:32 PM
Civil Dawn
7:24 AM
Civil Dusk
6:01 PM
Northeast Kentucky
Sunrise
7:49 AM
Sunset
5:23 PM
Civil Dawn
7:19 AM
Civil Dusk
5:53 PM
Southeast Kentucky
Sunrise
7:48 AM
Sunset
5:29 PM
Civil Dawn
7:19 AM
Civil Dusk
5:58 PM

Dive Deeper Into the Models

This forecast is a synthesis of raw data from the NAM, GFS, ECMWF, and GEM models. These models provide detailed atmospheric analyses including 500mb vorticity, precipitation rates, and more. You can take a look at the raw model data by clicking the links below.