kywx
Kentucky AI Weather Engine

Kentucky AI Forecasting Beta

Fri, Mar 20
Sun, Mar 22
Forecast For

Saturday, March 21

Updated Mar 20, 6:46 PM EDT
Confidence
85%

How Did We Do?

Comparing our AI forecast to actual observations from Saturday, March 21, 2026.

Temperature
±4.6°F
Average Error
Precipitation
±0.00"
Average Error
Wind Speed
±3.5mph
Average error

Regional Assessments

Purchase Area

Paducah, Murray, Mayfield
Temperature
Forecast
83° / 61°
Actual
85° / 55°
Error: -2°F high, 6°F low
Precipitation
Forecast
0"
Actual
0"
✓ Within forecast range
Wind Speed
Forecast
10 / 36 mph
Actual
8 / 24 mph
Mesonet Stations HCKM, BAND

Northwest Pennyrile

Owensboro, Henderson, Morganfield
Temperature
Forecast
80° / 57°
Actual
84° / 49°
Error: -4°F high, 8°F low
Precipitation
Forecast
0"
Actual
0"
✓ Within forecast range
Wind Speed
Forecast
7 / 22 mph
Actual
4 / 18 mph
Mesonet Stations FRNY, RPTN, GRHM, DIXO

Southwest Pennyrile

Hopkinsville, Madisonville, Princeton
Temperature
Forecast
81° / 60°
Actual
85° / 54°
Error: -4°F high, 6°F low
Precipitation
Forecast
0"
Actual
0"
✓ Within forecast range
Wind Speed
Forecast
11 / 34 mph
Actual
6 / 20 mph
Mesonet Stations PRNC, PGHL, ERLN, CADZ, CCTY

Barren River

Bowling Green, Glasgow, Franklin
Temperature
Forecast
79° / 59°
Actual
82° / 49°
Error: -3°F high, 10°F low
Precipitation
Forecast
0"
Actual
0"
✓ Within forecast range
Wind Speed
Forecast
10 / 35 mph
Actual
4 / 14 mph
Mesonet Stations FARM, WDBY, EWPK

Louisville Metro

Louisville, La Grange, Shepherdsville
Temperature
Forecast
76° / 54°
Actual
77° / 51°
Error: -1°F high, 3°F low
Precipitation
Forecast
0"
Actual
0"
✓ Within forecast range
Wind Speed
Forecast
5 / 18 mph
Actual
6 / 17 mph
Mesonet Stations LGRN

Lincoln Trail

Elizabethtown, Bardstown, Leitchfield
Temperature
Forecast
78° / 58°
Actual
81° / 48°
Error: -3°F high, 10°F low
Precipitation
Forecast
0"
Actual
0"
✓ Within forecast range
Wind Speed
Forecast
7 / 25 mph
Actual
3 / 14 mph
Mesonet Stations CRMT, BLRK, CCLA, BRND, HARD

Lake Cumberland

Somerset, Columbia, Monticello
Temperature
Forecast
75° / 59°
Actual
82° / 47°
Error: -7°F high, 12°F low
Precipitation
Forecast
0"
Actual
0"
✓ Within forecast range
Wind Speed
Forecast
8 / 28 mph
Actual
3 / 16 mph
Mesonet Stations PCWN, CMBA, GRDR, WOOD, GRBG

Northern Kentucky

Covington, Florence, Independence
Temperature
Forecast
70° / 47°
Actual
75° / 47°
Error: -5°F high, 0°F low
Precipitation
Forecast
0"
Actual
0"
✓ Within forecast range
Wind Speed
Forecast
6 / 12 mph
Actual
4 / 18 mph
Mesonet Stations HHTS, HUEY

Inner Bluegrass

Lexington, Georgetown, Winchester
Temperature
Forecast
74° / 53°
Actual
76° / 49°
Error: -2°F high, 4°F low
Precipitation
Forecast
0"
Actual
0"
✓ Within forecast range
Wind Speed
Forecast
8 / 24 mph
Actual
5 / 15 mph
Mesonet Stations LXGN, SPIN

Bluegrass Foothills

Richmond, Danville, Berea
Temperature
Forecast
75° / 56°
Actual
78° / 53°
Error: -3°F high, 3°F low
Precipitation
Forecast
0"
Actual
0"
✓ Within forecast range
Wind Speed
Forecast
8 / 24 mph
Actual
4 / 16 mph
Mesonet Stations LGNT

Northeast Kentucky

Ashland, Morehead, Grayson
Temperature
Forecast
68° / 51°
Actual
77° / 39°
Error: -9°F high, 12°F low
Precipitation
Forecast
0"
Actual
0"
✓ Within forecast range
Wind Speed
Forecast
5 / 15 mph
Actual
3 / 18 mph
Mesonet Stations MRHD, CHTR

Southeast Kentucky

Hazard, Pikeville, Harlan
Temperature
Forecast
71° / 59°
Actual
83° / 47°
Error: -12°F high, 12°F low
Precipitation
Forecast
0"
Actual
0"
✓ Within forecast range
Wind Speed
Forecast
8 / 28 mph
Actual
3 / 20 mph
Mesonet Stations BMBL, QKSD, BNVL, VEST, RFVC, RFSM, PBDY

May-Like Warmth Arrives Despite Scattered Light Showers

Kentucky will experience a dramatic warm-up this Saturday as unseasonably warm air surges northward. While the day begins with departing rain in the east and ends with a few light showers returning to the south, the afternoon will be dominated by sunshine and temperatures 15 to 20 degrees above seasonal norms.

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

High confidence exists for the significant warming trend and the early morning rain departure in the east. Lower confidence remains regarding the northern extent and measurable accumulation of the late-evening rain pulse in the southern counties.

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
Sunny and Unseasonably Warm
Sunny
83°/ 61°

Northwest Pennyrile

Owensboro, Henderson, Morganfield
Bright Skies and Warm Breezes
Sunny
80°/ 57°

Southwest Pennyrile

Hopkinsville, Madisonville, Princeton
Warm Afternoon, Clouds Increase Late
Sunny
81°/ 60°

Barren River

NUISANCE
Bowling Green, Glasgow, Franklin
Warm with Passing Afternoon Showers
Rain
79°/ 59°

Louisville Metro

Louisville, La Grange, Shepherdsville
Pleasant and Mild Metro Saturday
Sunny
76°/ 54°

Lincoln Trail

Elizabethtown, Bardstown, Leitchfield
Warm with Plenty of Sunshine
Sunny
78°/ 58°

Lake Cumberland

NUISANCE
Somerset, Columbia, Monticello
Cloudy with Intermittent Light Rain
Rain
75°/ 59°

Northern Kentucky

Covington, Florence, Independence
Clear and Seasonably Mild
Sunny
70°/ 47°

Inner Bluegrass

Lexington, Georgetown, Winchester
Sunny and Very Warm Saturday
Sunny
74°/ 53°

Bluegrass Foothills

Richmond, Danville, Berea
Warm with Late Afternoon Clouds
Sunny
75°/ 56°

Northeast Kentucky

NUISANCE
Ashland, Morehead, Grayson
Morning Showers, Afternoon Sun
Rain
68°/ 51°

Southeast Kentucky

NUISANCE
Hazard, Pikeville, Harlan
Damp Start Followed by Warmth
Rain
71°/ 59°

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 trailing shortwave energy is stronger and deeper as suggested by the NAM, rain showers could become more widespread across the southern half of the state, holding temperatures in the low 70s rather than the 80s.

💨

The 'Bust' Scenario

If the mid-level ridge builds more aggressively as shown by the GEM, all moisture will be suppressed, leading to statewide sunshine and record-breaking highs in the mid-80s.

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 Low-Level Jet Mixing

Models disagree on how efficiently the 45kt 850mb jet will mix to the surface during the morning hours.

NAM
VS
GFS
VS
GEM
Why NAM Wins

NAM is superior at resolving boundary layer momentum transfer in the pre-frontal/WAA environment. High confidence in gusts reaching 35mph before the gradient relaxes.

Affected Regions
PURCHASENORTHWEST PENNYRILELOUISVILLE METROBLUEGRASS CORE

The Late-Day Moisture Pulse

A significant disagreement exists regarding the return of rain late Saturday. The GFS and NAM show a distinct wave of light rain moving into southern and central Kentucky after 7 PM, while the GEM remains completely dry and the Euro shows only isolated sprinkles.

NAM
VS
GFS
VS
EURO
Why EURO Wins

The GEM's total dry-out appears unrealistic given the moisture recovery progged in the Tennessee Valley, but the NAM/GFS solutions likely over-forecast QPF by failing to account for the dry sub-cloud layer (T/Td spreads >15F) which will lead to significant evaporation (Virga).

Affected Regions
SOUTHWEST PENNYRILEBARREN RIVERLAKE CUMBERLANDSOUTHEAST COALFIELDS

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

The vertical temperature stack is solidly in the warm sector with 850mb temps averaging +14C. Shallow morning inversions in the eastern valleys will scour out by 15z, replaced by a well-mixed boundary layer up to 5000ft.

Thermal Boundary

The primary thermal boundary is stalled well to the north across the Great Lakes, leaving Kentucky fully entrenched in a modified maritime tropical airmass.

Diurnal Trend

A standard diurnal curve will be observed in the west with rapid morning heating. The east will see a dampened curve due to lingering morning clouds and light rain.

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 true surface frontal passage is expected; however, a weak surface trough will exit the eastern border by 12z, marked by a slight wind shift from SW to WSW.

Jet Stream Support

The state sits in the left exit region of a departing 110kt upper-level jet early, transitioning to a more neutral, zonal flow by the afternoon.

Energy Status

A compact shortwave trough is pivoting through the eastern third of the state early, followed by broad anticyclonic flow and subsidence by 18z.

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 saturated below 700mb in the east early. For the late-day pulse, moisture is primarily confined to the 850-700mb layer, creating a risk of virga due to dry air near the surface.

Precipitation Character

Precipitation will be primarily stratiform and light, characterized by steady but low-intensity showers.

Flooding Context

No hydrologic concerns as total liquid accumulations will remain under 0.25 inches in the wettest areas.

Celestial Almanac

Moon Phase

Waxing Crescent

8% Illumination
Moonrise
9:01 AM
Moonset
10:16 PM
Purchase Area
Sunrise
7:57 AM
Sunset
8:07 PM
Civil Dawn
7:31 AM
Civil Dusk
8:33 PM
Northwest Pennyrile
Sunrise
7:51 AM
Sunset
8:01 PM
Civil Dawn
7:25 AM
Civil Dusk
8:28 PM
Southwest Pennyrile
Sunrise
7:53 AM
Sunset
8:03 PM
Civil Dawn
7:27 AM
Civil Dusk
8:29 PM
Barren River
Sunrise
7:49 AM
Sunset
7:59 PM
Civil Dawn
7:23 AM
Civil Dusk
8:25 PM
Louisville Metro
Sunrise
7:46 AM
Sunset
7:56 PM
Civil Dawn
7:20 AM
Civil Dusk
8:22 PM
Lincoln Trail
Sunrise
7:46 AM
Sunset
7:56 PM
Civil Dawn
7:20 AM
Civil Dusk
8:23 PM
Lake Cumberland
Sunrise
7:41 AM
Sunset
7:51 PM
Civil Dawn
7:15 AM
Civil Dusk
8:17 PM
Northern Kentucky
Sunrise
7:41 AM
Sunset
7:51 PM
Civil Dawn
7:14 AM
Civil Dusk
8:18 PM
Inner Bluegrass
Sunrise
7:41 AM
Sunset
7:51 PM
Civil Dawn
7:15 AM
Civil Dusk
8:17 PM
Bluegrass Foothills
Sunrise
7:40 AM
Sunset
7:50 PM
Civil Dawn
7:14 AM
Civil Dusk
8:16 PM
Northeast Kentucky
Sunrise
7:33 AM
Sunset
7:44 PM
Civil Dawn
7:07 AM
Civil Dusk
8:10 PM
Southeast Kentucky
Sunrise
7:36 AM
Sunset
7:46 PM
Civil Dawn
7:10 AM
Civil Dusk
8:12 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.