kywx
Kentucky AI Weather Engine

Kentucky AI Forecasting Beta

Wed, Apr 22
Fri, Apr 24
Forecast For

Thursday, April 23

Updated Apr 22, 6:48 PM EDT
Confidence
90%

How Did We Do?

Comparing our AI forecast to actual observations from Thursday, April 23, 2026.

Temperature
±1.8°F
Average Error
Precipitation
±0.00"
Average Error
Wind Speed
±5.9mph
Average error

Regional Assessments

Purchase Area

Paducah, Murray, Mayfield
Temperature
Forecast
82° / 57°
Actual
83° / 53°
Error: -1°F high, 4°F low
Precipitation
Forecast
0"
Actual
0"
✓ Within forecast range
Wind Speed
Forecast
14 / 26 mph
Actual
6 / 26 mph
Mesonet Stations HCKM, BAND

Northwest Pennyrile

Owensboro, Henderson, Morganfield
Temperature
Forecast
81° / 56°
Actual
84° / 32°
Error: -3°F high, 24°F low
Precipitation
Forecast
0"
Actual
0"
✓ Within forecast range
Wind Speed
Forecast
12 / 24 mph
Actual
6 / 28 mph
Mesonet Stations FRNY, RPTN, GRHM, DIXO

Southwest Pennyrile

Hopkinsville, Madisonville, Princeton
Temperature
Forecast
82° / 55°
Actual
83° / 45°
Error: -1°F high, 10°F low
Precipitation
Forecast
0"
Actual
0"
✓ Within forecast range
Wind Speed
Forecast
13 / 24 mph
Actual
6 / 25 mph
Mesonet Stations PRNC, PGHL, ERLN, CADZ, CCTY

Barren River

Bowling Green, Glasgow, Franklin
Temperature
Forecast
81° / 53°
Actual
84° / 47°
Error: -3°F high, 6°F low
Precipitation
Forecast
0"
Actual
0"
✓ Within forecast range
Wind Speed
Forecast
13 / 23 mph
Actual
4 / 24 mph
Mesonet Stations FARM, WDBY, EWPK

Louisville Metro

Louisville, La Grange, Shepherdsville
Temperature
Forecast
82° / 59°
Actual
81° / 56°
Error: 1°F high, 3°F low
Precipitation
Forecast
0"
Actual
0"
✓ Within forecast range
Wind Speed
Forecast
11 / 22 mph
Actual
7 / 23 mph
Mesonet Stations LGRN

Lincoln Trail

Elizabethtown, Bardstown, Leitchfield
Temperature
Forecast
80° / 55°
Actual
83° / 32°
Error: -3°F high, 23°F low
Precipitation
Forecast
0"
Actual
0"
✓ Within forecast range
Wind Speed
Forecast
12 / 22 mph
Actual
4 / 27 mph
Mesonet Stations CRMT, BLRK, CCLA, BRND, HARD

Lake Cumberland

Somerset, Columbia, Monticello
Temperature
Forecast
80° / 53°
Actual
83° / 32°
Error: -3°F high, 21°F low
Precipitation
Forecast
0"
Actual
0"
✓ Within forecast range
Wind Speed
Forecast
8 / 14 mph
Actual
3 / 22 mph
Mesonet Stations PCWN, CMBA, GRDR, WOOD, GRBG

Northern Kentucky

Covington, Florence, Independence
Temperature
Forecast
81° / 59°
Actual
81° / 57°
Error: 0°F high, 2°F low
Precipitation
Forecast
0"
Actual
0"
✓ Within forecast range
Wind Speed
Forecast
9 / 20 mph
Actual
3 / 20 mph
Mesonet Stations HHTS, HUEY

Inner Bluegrass

Lexington, Georgetown, Winchester
Temperature
Forecast
81° / 56°
Actual
80° / 51°
Error: 1°F high, 5°F low
Precipitation
Forecast
0"
Actual
0"
✓ Within forecast range
Wind Speed
Forecast
11 / 18 mph
Actual
6 / 23 mph
Mesonet Stations LXGN, SPIN

Bluegrass Foothills

Richmond, Danville, Berea
Temperature
Forecast
80° / 54°
Actual
81° / 49°
Error: -1°F high, 5°F low
Precipitation
Forecast
0"
Actual
0"
✓ Within forecast range
Wind Speed
Forecast
10 / 16 mph
Actual
5 / 16 mph
Mesonet Stations LGNT

Northeast Kentucky

Ashland, Morehead, Grayson
Temperature
Forecast
81° / 58°
Actual
81° / 43°
Error: 0°F high, 15°F low
Precipitation
Forecast
0"
Actual
0"
✓ Within forecast range
Wind Speed
Forecast
7 / 18 mph
Actual
3 / 22 mph
Mesonet Stations MRHD, CHTR

Southeast Kentucky

Hazard, Pikeville, Harlan
Temperature
Forecast
80° / 56°
Actual
84° / 32°
Error: -4°F high, 24°F low
Precipitation
Forecast
0"
Actual
0"
✓ Within forecast range
Wind Speed
Forecast
6 / 12 mph
Actual
2 / 19 mph
Mesonet Stations BMBL, QKSD, BNVL, VEST, RFVC, RFSM, PBDY

Early June Warmth Arrives with Abundant Sunshine

A powerful upper-level ridge and surface high pressure will dominate Kentucky, resulting in a dry, unseasonably warm spring day with temperatures 10-15 degrees above average. While most of the state will see clear skies, the far western Purchase area may see a slight increase in cloud cover late.

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

Models are in nearly perfect agreement on the synoptic setup and lack of precipitation, with only minor discrepancies regarding the exact peak temperature and a low-probability rain chance in the far west.

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
Warm and Bright
Sunny
82°/ 57°

Northwest Pennyrile

Owensboro, Henderson, Morganfield
Sunny and Very Warm
Sunny
81°/ 56°

Southwest Pennyrile

Hopkinsville, Madisonville, Princeton
Summer-Like Warmth
Sunny
82°/ 55°

Barren River

Bowling Green, Glasgow, Franklin
Clear and Breezy
Sunny
81°/ 53°

Louisville Metro

Louisville, La Grange, Shepherdsville
Urban Heat Spikes
Sunny
82°/ 59°

Lincoln Trail

Elizabethtown, Bardstown, Leitchfield
Bright and Warm
Sunny
80°/ 55°

Lake Cumberland

Somerset, Columbia, Monticello
Ideal Lake Weather
Sunny
80°/ 53°

Northern Kentucky

Covington, Florence, Independence
Morning Clouds, Warm Afternoon
Sunny
81°/ 59°

Inner Bluegrass

Lexington, Georgetown, Winchester
Sunny and Beautiful
Sunny
81°/ 56°

Bluegrass Foothills

Richmond, Danville, Berea
Warm Spring Sunshine
Sunny
80°/ 54°

Northeast Kentucky

Ashland, Morehead, Grayson
Clear and Warm
Sunny
81°/ 58°

Southeast Kentucky

Hazard, Pikeville, Harlan
Valley Fog to Sunny Skies
Sunny
80°/ 56°

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 boundary layer mixes deeper toward 750mb, afternoon highs could reach the mid-80s in the urban corridors and western river valleys, potentially breaking daily records.

💨

The 'Bust' Scenario

A slightly stronger-than-modeled moisture ribbon could keep cloud cover thicker in Northern and Northeast Kentucky, holding afternoon highs in the mid-70s instead of reaching the 80-degree mark.

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 Purchase Precip Phantom

The GFS is an outlier, forecasting a 0.01 inch rain shield to enter the far western Purchase area after sunset, while the NAM, Euro, and GEM remain bone-dry.

GFS
VS
NAM
VS
EURO
Why EURO Wins

The GFS 'Smear Effect' is likely over-forecasting light precipitation coverage. Soundings show dewpoint depressions of 25F+ below 700mb, which will likely evaporate any light moisture surge before it reaches the surface (Virga).

Affected Regions
PURCHASE

The Thermal Peak Battle

The NAM is notably cooler (upper 70s) than the Euro and GEM (low 80s) regarding afternoon high temperatures.

NAM
VS
EURO
VS
GEM
Why GEM Wins

The GEM and Euro better capture the magnitude of the thermal ridge at 850mb. Given the dry ground and lack of cloud cover, the higher-end temperature guidance is more plausible for late April.

Affected Regions
LOUISVILLE METRONORTHERN KYBLUEGRASS COREPURCHASE

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 well-mixed boundary layer is expected to develop up to 800mb by mid-afternoon. Soundings show a nearly dry-adiabatic lapse rate below the subsidence inversion, allowing for efficient heating.

Thermal Boundary

The primary thermal boundary and freezing line remain positioned far to the north across the Great Lakes and Southern Canada.

Diurnal Trend

Strictly diurnal temperature curve. Rapid warming is expected after 14Z as the morning nocturnal inversion burns off, with temperatures peaking around 21Z.

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

None. Kentucky remains firmly in the warm sector with steady southwesterly surface flow between 8-14 mph.

Jet Stream Support

Zonal flow aloft with the core of the jet stream well north of the Ohio River. No significant upper-level divergence is present to support vertical lift.

Energy Status

Vorticity neutral. A weak, moisture-starved shortwave may pass through the Great Lakes, but it will only result in transient cirrus for Northern Kentucky.

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 atmospheric column is deeply dry. Large dewpoint depressions of 20-30F are forecast throughout the lower and mid-levels, ensuring a rain-free day.

Precipitation Character

Non-precipitating. Any moisture return in the west will be restricted to mid-level cloud debris.

Flooding Context

No hydrologic concerns; ground conditions are dry and no measurable rain is expected.

Celestial Almanac

Moon Phase

First Quarter

42% Illumination
Moonrise
12:26 PM
Moonset
2:51 AM
Purchase Area
Sunrise
7:10 AM
Sunset
8:36 PM
Civil Dawn
6:43 AM
Civil Dusk
9:04 PM
Northwest Pennyrile
Sunrise
7:03 AM
Sunset
8:32 PM
Civil Dawn
6:36 AM
Civil Dusk
8:59 PM
Southwest Pennyrile
Sunrise
7:06 AM
Sunset
8:32 PM
Civil Dawn
6:39 AM
Civil Dusk
8:59 PM
Barren River
Sunrise
7:02 AM
Sunset
8:28 PM
Civil Dawn
6:35 AM
Civil Dusk
8:55 PM
Louisville Metro
Sunrise
6:57 AM
Sunset
8:27 PM
Civil Dawn
6:29 AM
Civil Dusk
8:55 PM
Lincoln Trail
Sunrise
6:58 AM
Sunset
8:26 PM
Civil Dawn
6:31 AM
Civil Dusk
8:54 PM
Lake Cumberland
Sunrise
6:54 AM
Sunset
8:20 PM
Civil Dawn
6:27 AM
Civil Dusk
8:48 PM
Northern Kentucky
Sunrise
6:51 AM
Sunset
8:23 PM
Civil Dawn
6:23 AM
Civil Dusk
8:51 PM
Inner Bluegrass
Sunrise
6:52 AM
Sunset
8:22 PM
Civil Dawn
6:25 AM
Civil Dusk
8:49 PM
Bluegrass Foothills
Sunrise
6:52 AM
Sunset
8:20 PM
Civil Dawn
6:24 AM
Civil Dusk
8:48 PM
Northeast Kentucky
Sunrise
6:44 AM
Sunset
8:15 PM
Civil Dawn
6:16 AM
Civil Dusk
8:43 PM
Southeast Kentucky
Sunrise
6:48 AM
Sunset
8:15 PM
Civil Dawn
6:21 AM
Civil Dusk
8:42 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.