kywx
Kentucky AI Weather Engine

Kentucky AI Forecasting Beta

Thu, Mar 19
Sat, Mar 21
Forecast For

Friday, March 20

Updated Mar 20, 6:52 AM EDT
Confidence
85%

How Did We Do?

Comparing our AI forecast to actual observations from Friday, March 20, 2026.

Temperature
±4.8°F
Average Error
Precipitation
±0.00"
Average Error
Wind Speed
±6.8mph
Average error

Regional Assessments

Purchase Area

Paducah, Murray, Mayfield
Temperature
Forecast
80° / 55°
Actual
82° / 50°
Error: -2°F high, 5°F low
Precipitation
Forecast
0"
Actual
0"
✓ Within forecast range
Wind Speed
Forecast
12 / 30 mph
Actual
7 / 24 mph
Mesonet Stations HCKM, BAND

Northwest Pennyrile

Owensboro, Henderson, Morganfield
Temperature
Forecast
77° / 51°
Actual
83° / 44°
Error: -6°F high, 7°F low
Precipitation
Forecast
0"
Actual
0"
✓ Within forecast range
Wind Speed
Forecast
14 / 32 mph
Actual
7 / 23 mph
Mesonet Stations FRNY, RPTN, GRHM, DIXO

Southwest Pennyrile

Hopkinsville, Madisonville, Princeton
Temperature
Forecast
79° / 50°
Actual
83° / 46°
Error: -4°F high, 4°F low
Precipitation
Forecast
0"
Actual
0"
✓ Within forecast range
Wind Speed
Forecast
15 / 31 mph
Actual
8 / 28 mph
Mesonet Stations PRNC, PGHL, ERLN, CADZ, CCTY

Barren River

Bowling Green, Glasgow, Franklin
Temperature
Forecast
78° / 48°
Actual
81° / 40°
Error: -3°F high, 8°F low
Precipitation
Forecast
0"
Actual
0"
✓ Within forecast range
Wind Speed
Forecast
16 / 35 mph
Actual
7 / 32 mph
Mesonet Stations FARM, WDBY, EWPK

Louisville Metro

Louisville, La Grange, Shepherdsville
Temperature
Forecast
75° / 51°
Actual
76° / 52°
Error: -1°F high, -1°F low
Precipitation
Forecast
0"
Actual
0"
✓ Within forecast range
Wind Speed
Forecast
13 / 30 mph
Actual
10 / 27 mph
Mesonet Stations LGRN

Lincoln Trail

Elizabethtown, Bardstown, Leitchfield
Temperature
Forecast
74° / 49°
Actual
80° / 46°
Error: -6°F high, 3°F low
Precipitation
Forecast
0"
Actual
0"
✓ Within forecast range
Wind Speed
Forecast
15 / 34 mph
Actual
7 / 29 mph
Mesonet Stations CRMT, BLRK, CCLA, BRND, HARD

Lake Cumberland

Somerset, Columbia, Monticello
Temperature
Forecast
72° / 46°
Actual
79° / 35°
Error: -7°F high, 11°F low
Precipitation
Forecast
0"
Actual
0"
✓ Within forecast range
Wind Speed
Forecast
14 / 32 mph
Actual
6 / 33 mph
Mesonet Stations PCWN, CMBA, GRDR, WOOD, GRBG

Northern Kentucky

Covington, Florence, Independence
Temperature
Forecast
71° / 48°
Actual
74° / 51°
Error: -3°F high, -3°F low
Precipitation
Forecast
0"
Actual
0"
✓ Within forecast range
Wind Speed
Forecast
12 / 33 mph
Actual
6 / 25 mph
Mesonet Stations HHTS, HUEY

Inner Bluegrass

Lexington, Georgetown, Winchester
Temperature
Forecast
72° / 46°
Actual
75° / 47°
Error: -3°F high, -1°F low
Precipitation
Forecast
0"
Actual
0"
✓ Within forecast range
Wind Speed
Forecast
18 / 36 mph
Actual
10 / 33 mph
Mesonet Stations LXGN, SPIN

Bluegrass Foothills

Richmond, Danville, Berea
Temperature
Forecast
71° / 46°
Actual
76° / 44°
Error: -5°F high, 2°F low
Precipitation
Forecast
0"
Actual
0"
✓ Within forecast range
Wind Speed
Forecast
15 / 34 mph
Actual
8 / 28 mph
Mesonet Stations LGNT

Northeast Kentucky

Ashland, Morehead, Grayson
Temperature
Forecast
68° / 46°
Actual
75° / 33°
Error: -7°F high, 13°F low
Precipitation
Forecast
0.05"
Actual
0"
✓ Within forecast range
Wind Speed
Forecast
12 / 30 mph
Actual
5 / 28 mph
Mesonet Stations MRHD, CHTR

Southeast Kentucky

Hazard, Pikeville, Harlan
Temperature
Forecast
67° / 44°
Actual
78° / 34°
Error: -11°F high, 10°F low
Precipitation
Forecast
0"
Actual
0"
✓ Within forecast range
Wind Speed
Forecast
10 / 28 mph
Actual
4 / 30 mph
Mesonet Stations BMBL, QKSD, BNVL, VEST, RFVC, RFSM, PBDY

Unseasonable Warmth and Gusty Winds Grip the Commonwealth

A powerful surge of warm air will push temperatures into the 70s and low 80s across Kentucky. While most areas remain dry, a weak passing disturbance will bring light, scattered rain to the Northeast and isolated sprinkles to south-central regions.

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

High agreement on the temperature surge and the arrival of a breezy airmass. Slight disagreement remains regarding the exact southern extent of the light precipitation in the Northeast and the timing of the evening cloud deck.

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
Early Summer Heat
Sunny
80°/ 55°

Northwest Pennyrile

Owensboro, Henderson, Morganfield
Warm and Breezy
Sunny
77°/ 51°

Southwest Pennyrile

Hopkinsville, Madisonville, Princeton
Bright Skies and Breezy
Sunny
79°/ 50°

Barren River

Bowling Green, Glasgow, Franklin
Windy and Sunny
Sunny
78°/ 48°

Louisville Metro

Louisville, La Grange, Shepherdsville
Mild and Increasingly Cloudy
Cloudy
75°/ 51°

Lincoln Trail

Elizabethtown, Bardstown, Leitchfield
Warm with Morning Gusts
Cloudy
74°/ 49°

Lake Cumberland

NUISANCE
Somerset, Columbia, Monticello
Afternoon Sprinkles Possible
Rain
72°/ 46°

Northern Kentucky

Covington, Florence, Independence
Cloudy and Mild
Cloudy
71°/ 48°

Inner Bluegrass

Lexington, Georgetown, Winchester
Windy and Warm
Cloudy
72°/ 46°

Bluegrass Foothills

NUISANCE
Richmond, Danville, Berea
Mild with Late Sprinkles
Rain
71°/ 46°

Northeast Kentucky

NUISANCE
Ashland, Morehead, Grayson
Occasional Light Rain Showers
Rain
68°/ 46°

Southeast Kentucky

Hazard, Pikeville, Harlan
Cloudy and Mild Mountains
Cloudy
67°/ 44°

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 low-level jet maximizes earlier and cloud cover remains thin, temperatures could reach the mid-80s in the Purchase and near 80 in the Bluegrass, while rain in the east becomes a steady tenth of an inch.

💨

The 'Bust' Scenario

If the mid-level dry slot is more aggressive, precipitation in the Northeast fails to reach the ground (Virga), and thick afternoon cloud cover holds temperatures in the upper 60s for the eastern half of the state.

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.

Wind Gust Magnitude

NAM and GEM are significantly more aggressive with surface wind gusts (35-40 mph) compared to the GFS and Euro (25-30 mph).

NAM
VS
GEM
VS
GFS
Why NAM Wins

Inside the 48-hour window, the NAM's higher resolution better captures the momentum transfer from the LLJ during peak afternoon heating.

Affected Regions
BLUEGRASS COREBARREN RIVERLINCOLN TRAIL

The Northeast Rain Reach

The GFS and Euro show a corridor of light measurable rain in the Northeast, while the NAM and GEM keep the state largely dry, suggesting the moisture remains too shallow to overcome the dry boundary layer.

GFS
VS
EURO
VS
NAM
Why EURO Wins

The Euro consistently handles dry-slot erosion and stratiform moisture plumes better than the GFS, which tends to over-forecast light precip coverage, and the NAM, which often misses shallow synoptic lift.

Affected Regions
NORTHEAST KYBLUEGRASS FOOTHILLS

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 deep, well-mixed boundary layer up to 800mb is evident in forecast soundings, following a near dry-adiabatic lapse rate in western regions. No significant inversions are expected once morning valley fog clears.

Thermal Boundary

The freezing line remains well north of the Great Lakes, placing all of Kentucky in the warm sector of the developing system.

Diurnal Trend

Standard diurnal curve with rapid morning heating. Nighttime cooling will be mitigated by persistent southwesterly flow and increasing high-level cloudiness.

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 cold front passes during the period; however, a pre-frontal trough axis will sag toward the Ohio River late in the evening.

Jet Stream Support

Kentucky sits in the right-entrance region of a 110kt 300mb jet streak, providing modest large-scale divergence over the northeastern counties.

Energy Status

A compact shortwave trough is pivoting through the Tennessee Valley, with vorticity peaking in the Northeast and Lake Cumberland regions.

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

Low-level air is quite dry (Dewpoint depressions 15-25F). The column only achieves saturation between 850mb and 700mb in the Northeast, leading to a high risk of virga elsewhere.

Precipitation Character

Stratiform light rain and sprinkles. Convective potential is zero as CAPE remains below 50 J/kg.

Flooding Context

Zero hydrologic risk. Soils are dry and total rainfall will be negligible.

Celestial Almanac

Moon Phase

Waxing Crescent

3% Illumination
Moonrise
8:32 AM
Moonset
9:06 PM
Purchase Area
Sunrise
7:59 AM
Sunset
8:06 PM
Civil Dawn
7:33 AM
Civil Dusk
8:32 PM
Northwest Pennyrile
Sunrise
7:53 AM
Sunset
8:01 PM
Civil Dawn
7:27 AM
Civil Dusk
8:27 PM
Southwest Pennyrile
Sunrise
7:54 AM
Sunset
8:02 PM
Civil Dawn
7:29 AM
Civil Dusk
8:28 PM
Barren River
Sunrise
7:50 AM
Sunset
7:58 PM
Civil Dawn
7:25 AM
Civil Dusk
8:24 PM
Louisville Metro
Sunrise
7:47 AM
Sunset
7:55 PM
Civil Dawn
7:21 AM
Civil Dusk
8:22 PM
Lincoln Trail
Sunrise
7:48 AM
Sunset
7:56 PM
Civil Dawn
7:22 AM
Civil Dusk
8:22 PM
Lake Cumberland
Sunrise
7:43 AM
Sunset
7:50 PM
Civil Dawn
7:17 AM
Civil Dusk
8:16 PM
Northern Kentucky
Sunrise
7:42 AM
Sunset
7:50 PM
Civil Dawn
7:16 AM
Civil Dusk
8:17 PM
Inner Bluegrass
Sunrise
7:42 AM
Sunset
7:50 PM
Civil Dawn
7:16 AM
Civil Dusk
8:16 PM
Bluegrass Foothills
Sunrise
7:42 AM
Sunset
7:49 PM
Civil Dawn
7:15 AM
Civil Dusk
8:15 PM
Northeast Kentucky
Sunrise
7:35 AM
Sunset
7:43 PM
Civil Dawn
7:09 AM
Civil Dusk
8:09 PM
Southeast Kentucky
Sunrise
7:37 AM
Sunset
7:45 PM
Civil Dawn
7:11 AM
Civil Dusk
8:11 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.