Tickets
Any day
Saturday, October 10 · typical odds for a Saturday (too early for a weather forecast) · issued Sun 8:00 PM ET · connections flying that day

Sat, Oct 10 looks like a normal day here: all 2 nonstops are 20–30% likely to arrive 15+ min late.

Nonstops that day

All 2 nonstops →
AA 1384 American CLT 12:12 GRR 14:11 20% 6% 0.8% no record
AA 676 American Flight history → CLT 19:28 GRR 21:23 30% 9% 0.7% 74%

Best connections that day, one ticket

Ranked by chance you reach Grand Rapids on time, from each leg’s forecast for the day. Total trip = scheduled departure to arrival. Layovers up to 4 hours. Pick a connection for its 12-month details.

DeltaDetails → CLT 06:00 → ATL 07:11DL 3186 3h 14m Atlanta ATL 10:25 → GRR 12:21DL 2547 6h 21m 99% 88%
DeltaDetails → CLT 12:19 → ATL 13:32DL 3190 3h 29m Atlanta ATL 17:01 → GRR 18:58DL 2058 6h 39m 100% 86%
UnitedDetails → CLT 06:29 → ORD 07:37UA 1304 3h 00m Chicago ORD 10:37 → GRR 12:50UA 1297 6h 21m 100% 85%
AmericanDetails → CLT 16:56 → PHL 18:49AA 864 3h 02m Philadelphia PHL 21:51 → GRR 00:10 +1AA 5905 · flown by Piedmont 7h 14m 91% 81%
AmericanDetails → CLT 07:20 → LGA 09:11AA 2036 1h 23m New York LGA 10:34 → GRR 13:01AA 4775 · flown by Republic 5h 41m 92% 81%
AmericanDetails → CLT 14:34 → DCA 16:13AA 2839 3h 46m Washington DCA 19:59 → GRR 21:58AA 5376 · flown by PSA 7h 24m 96% 79%
AmericanDetails → CLT 13:07 → ORD 14:14AA 2530 2h 56m Chicago ORD 17:10 → GRR 19:20AA 4729 · flown by Republic 6h 13m 96% 78%
DeltaDetails → CLT 06:00 → DTW 07:42DL 1405 1h 08m Detroit DTW 08:50 → GRR 09:54DL 3500 · flown by SkyWest 3h 54m 95% 78%
Tight connection: often missed
AmericanDetails → CLT 18:26 → ORD 19:51AA 2488 1h 07m Chicago ORD 20:58 → GRR 23:00AA 3177 4h 34m 67% 44%
How these are worked out. Each flight’s odds are our forecast for that day (typical odds until the weather forecast covers it); flights of airlines we don’t forecast yet use their 12-month record and are marked. Makes the connection: the first flight’s 12-month lateness curve, scaled so its chance of arriving 15+ min late matches the day’s forecast, at the layover minus the 45-minute minimum (90 on separate tickets). Arrives on time: first flight not cancelled × connection made × second flight not cancelled × second flight within 15 minutes, each from the day’s forecast.

About this data: forecast odds from our model for Sat, Oct 10 (newest published update); 12-month records from US DOT on-time data, Aug 2025 – Jul 2026, all US airlines; regional flights count under the airline that sells them. JSON