kywx
Kentucky AI Weather Engine

Kentucky AI Forecasting Beta

Wed, Jan 7
Fri, Jan 9
Forecast For

Thursday, January 8

Updated Jan 7, 4:40 PM EST
Confidence
70%

How Did We Do?

Comparing our AI forecast to actual observations from Thursday, January 8, 2026.

Temperature
±4.8°F
Average Error
Precipitation
±0.03"
Average Error
Wind Speed
±10.2mph
Average error

Regional Assessments

Purchase Area

Paducah, Murray, Mayfield
Temperature
Forecast
68° / 51°
Actual
70° / 38°
Error: -2°F high, 13°F low
Precipitation
Forecast
0.1"
Actual
0.35"
✓ Within forecast range
Wind Speed
Forecast
22 / 46 mph
Actual
7 / 33 mph
Mesonet Stations HCKM, BAND

Northwest Pennyrile

Owensboro, Henderson, Morganfield
Temperature
Forecast
65° / 46°
Actual
69° / 36°
Error: -4°F high, 10°F low
Precipitation
Forecast
0"
Actual
0"
✓ Within forecast range
Wind Speed
Forecast
22 / 45 mph
Actual
8 / 32 mph
Mesonet Stations FRNY, RPTN, GRHM, DIXO

Southwest Pennyrile

Hopkinsville, Madisonville, Princeton
Temperature
Forecast
66° / 49°
Actual
70° / 36°
Error: -4°F high, 13°F low
Precipitation
Forecast
0"
Actual
0.09"
✓ Within forecast range
Wind Speed
Forecast
20 / 44 mph
Actual
8 / 34 mph
Mesonet Stations PRNC, PGHL, ERLN, CADZ, CCTY

Barren River

Bowling Green, Glasgow, Franklin
Temperature
Forecast
64° / 47°
Actual
70° / 34°
Error: -6°F high, 13°F low
Precipitation
Forecast
0"
Actual
0"
✓ Within forecast range
Wind Speed
Forecast
19 / 42 mph
Actual
5 / 28 mph
Mesonet Stations FARM, WDBY, EWPK

Louisville Metro

Louisville, La Grange, Shepherdsville
Temperature
Forecast
64° / 40°
Actual
63° / 39°
Error: 1°F high, 1°F low
Precipitation
Forecast
0.01"
Actual
0"
✓ Within forecast range
Wind Speed
Forecast
16 / 43 mph
Actual
10 / 27 mph
Mesonet Stations LGRN

Lincoln Trail

Elizabethtown, Bardstown, Leitchfield
Temperature
Forecast
64° / 43°
Actual
67° / 28°
Error: -3°F high, 15°F low
Precipitation
Forecast
0"
Actual
0"
✓ Within forecast range
Wind Speed
Forecast
18 / 44 mph
Actual
5 / 24 mph
Mesonet Stations CRMT, BLRK, CCLA, BRND, HARD

Lake Cumberland

Somerset, Columbia, Monticello
Temperature
Forecast
62° / 43°
Actual
70° / 31°
Error: -8°F high, 12°F low
Precipitation
Forecast
0"
Actual
0"
✓ Within forecast range
Wind Speed
Forecast
14 / 35 mph
Actual
4 / 26 mph
Mesonet Stations PCWN, CMBA, GRDR, WOOD, GRBG

Northern Kentucky

Covington, Florence, Independence
Temperature
Forecast
60° / 38°
Actual
63° / 35°
Error: -3°F high, 3°F low
Precipitation
Forecast
0"
Actual
0"
✓ Within forecast range
Wind Speed
Forecast
15 / 41 mph
Actual
6 / 19 mph
Mesonet Stations HHTS, HUEY

Inner Bluegrass

Lexington, Georgetown, Winchester
Temperature
Forecast
60° / 39°
Actual
66° / 34°
Error: -6°F high, 5°F low
Precipitation
Forecast
0"
Actual
0"
✓ Within forecast range
Wind Speed
Forecast
18 / 43 mph
Actual
7 / 23 mph
Mesonet Stations LXGN, SPIN

Bluegrass Foothills

Richmond, Danville, Berea
Temperature
Forecast
59° / 32°
Actual
65° / 32°
Error: -6°F high, 0°F low
Precipitation
Forecast
0"
Actual
0"
✓ Within forecast range
Wind Speed
Forecast
12 / 38 mph
Actual
5 / 20 mph
Mesonet Stations LGNT

Northeast Kentucky

Ashland, Morehead, Grayson
Temperature
Forecast
59° / 38°
Actual
66° / 28°
Error: -7°F high, 10°F low
Precipitation
Forecast
0"
Actual
0"
✓ Within forecast range
Wind Speed
Forecast
8 / 28 mph
Actual
2 / 19 mph
Mesonet Stations MRHD, CHTR

Southeast Kentucky

Hazard, Pikeville, Harlan
Temperature
Forecast
62° / 41°
Actual
69° / 28°
Error: -7°F high, 13°F low
Precipitation
Forecast
0"
Actual
0"
✓ Within forecast range
Wind Speed
Forecast
7 / 26 mph
Actual
2 / 33 mph
Mesonet Stations BMBL, QKSD, BNVL, VEST, RFVC, RFSM, PBDY

Spring-Like Warmth and Powerful Winds Surge North

A potent atmospheric setup will drive unseasonably warm temperatures and high winds across Kentucky. While a few light showers will affect western and north-central regions, the primary story is the 40+ mph wind gusts and a non-diurnal temperature curve that will see temperatures peaking late in the evening.

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

High confidence in the 60-degree temperatures and strong winds; lower confidence in the eastern extent of light rainfall due to significant dry air aloft.

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

IMPACTFUL
Paducah, Murray, Mayfield
Windy with Afternoon Showers
Rain
68°/ 51°

Northwest Pennyrile

IMPACTFUL
Owensboro, Henderson, Morganfield
Very Windy and Turning Warmer
Cloudy
65°/ 46°

Southwest Pennyrile

NUISANCE
Hopkinsville, Madisonville, Princeton
Blustery and Spring-Like
Cloudy
66°/ 49°

Barren River

IMPACTFUL
Bowling Green, Glasgow, Franklin
High Winds and Mild Skies
Cloudy
64°/ 47°

Louisville Metro

NUISANCE
Louisville, La Grange, Shepherdsville
Morning Sprinkles, Very Windy Evening
Rain
64°/ 40°

Lincoln Trail

NUISANCE
Elizabethtown, Bardstown, Leitchfield
Warm and Windy on the Escarpment
Cloudy
64°/ 43°

Lake Cumberland

Somerset, Columbia, Monticello
Mild with Increasing Clouds
Cloudy
62°/ 43°

Northern Kentucky

NUISANCE
Covington, Florence, Independence
Breezy and Much Milder
Cloudy
60°/ 38°

Inner Bluegrass

IMPACTFUL
Lexington, Georgetown, Winchester
Strong Gusts and Rapid Warming
Cloudy
60°/ 39°

Bluegrass Foothills

NUISANCE
Richmond, Danville, Berea
Frosty Start, Balmy Finish
Cloudy
59°/ 32°

Northeast Kentucky

Ashland, Morehead, Grayson
Quiet and Milder
Cloudy
59°/ 38°

Southeast Kentucky

Hazard, Pikeville, Harlan
Spring-Like Mountain Warmth
Cloudy
62°/ 41°

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 column saturates faster than models suggest, widespread light rain of 0.10-0.20" could soak the entire state while winds gust over 50 mph.

💨

The 'Bust' Scenario

A 'Bust' scenario involves the dry air winning out completely, resulting in a cloud-only event for most, with rain restricted to the far western Purchase area.

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 Great Moisture Gap

The Euro forecasts widespread rain coverage (80% POP) across the state, while the NAM and GFS show a significant dry layer at 800mb that would evaporate most precipitation before it hits the ground.

NAM
VS
GFS
VS
EURO
Why BLEND Wins

Sounding analysis confirms a deep dry layer in the mid-levels. I am favoring the NAM/GFS drier solution for the east, while keeping the Euro's higher coverage for the western third of the state.

Affected Regions
BLUEGRASS CORELAKE CUMBERLANDNORTHEAST KY

Momentum Transfer Conflict

The Euro is much more conservative with surface wind gusts (15-20 mph), whereas the NAM and GFS suggest efficient mixing of the 60kt low-level jet to the surface.

NAM
VS
GFS
VS
EURO
Why GFS Wins

With 850mb winds of 50-60kts and steep low-level lapse rates, the NAM and GFS are likely more accurate in forecasting 40+ mph gusts.

Affected Regions
PURCHASENORTHWEST PENNYRILELOUISVILLE METROBLUEGRASS CORE

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 non-diurnal profile with a strong warm nose. Soundings show 850mb temps rising to +12C by evening.

Thermal Boundary

The warm front will lift from the Tennessee border at dawn to the Ohio River by mid-afternoon.

Diurnal Trend

Non-diurnal; temperatures will rise through the day and potentially remain at their peak into the late evening hours.

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

Warm frontal passage occurs between 15Z and 21Z, marked by a sharp dew point surge and a shift to south-southwesterly winds.

Jet Stream Support

Excellent support from the right-entrance region of a 130mph 250mb jet streak.

Energy Status

A compact shortwave trough is providing moderate vorticity, though it lacks deep moisture to work with.

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

Partially saturated; large dew point depressions in the lower levels will lead to significant virga.

Precipitation Character

Stratiform light rain and sprinkles; zero convective potential due to stable low levels.

Flooding Context

No flooding risk. Rainfall totals will remain under 0.25" in even the wettest scenarios.

Celestial Almanac

Moon Phase

Waning Gibbous

71% Illumination
Moonrise
10:48 PM
Moonset
11:29 AM
Purchase Area
Sunrise
8:09 AM
Sunset
5:54 PM
Civil Dawn
7:40 AM
Civil Dusk
6:23 PM
Northwest Pennyrile
Sunrise
8:05 AM
Sunset
5:47 PM
Civil Dawn
7:36 AM
Civil Dusk
6:16 PM
Southwest Pennyrile
Sunrise
8:04 AM
Sunset
5:51 PM
Civil Dawn
7:35 AM
Civil Dusk
6:19 PM
Barren River
Sunrise
8:00 AM
Sunset
5:46 PM
Civil Dawn
7:31 AM
Civil Dusk
6:15 PM
Louisville Metro
Sunrise
8:01 AM
Sunset
5:40 PM
Civil Dawn
7:31 AM
Civil Dusk
6:09 PM
Lincoln Trail
Sunrise
8:00 AM
Sunset
5:42 PM
Civil Dawn
7:31 AM
Civil Dusk
6:11 PM
Lake Cumberland
Sunrise
7:53 AM
Sunset
5:38 PM
Civil Dawn
7:24 AM
Civil Dusk
6:07 PM
Northern Kentucky
Sunrise
7:58 AM
Sunset
5:33 PM
Civil Dawn
7:28 AM
Civil Dusk
6:02 PM
Inner Bluegrass
Sunrise
7:55 AM
Sunset
5:36 PM
Civil Dawn
7:26 AM
Civil Dusk
6:05 PM
Bluegrass Foothills
Sunrise
7:53 AM
Sunset
5:35 PM
Civil Dawn
7:24 AM
Civil Dusk
6:04 PM
Northeast Kentucky
Sunrise
7:49 AM
Sunset
5:27 PM
Civil Dawn
7:19 AM
Civil Dusk
5:56 PM
Southeast Kentucky
Sunrise
7:48 AM
Sunset
5:32 PM
Civil Dawn
7:19 AM
Civil Dusk
6:01 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.