Lotto Texas: AI prediction and backtest – what are "statistical" lines worth?

Two honest experiments on the real draws: we compare random Quick Pick lines with "hot" lines built from the most frequent numbers, and we let a learning algorithm (k nearest neighbours) predict each draw, always using only the data known before the draw. Both methods are compared with the exact expectation of pure chance.

🤖 AI lab (neural networks) ›

AI prediction (k nearest neighbours)

For each draw, the model looks for the 7 past moments whose preceding 3 draws most resembled the current ones and plays the numbers most often drawn next. It is reapplied after every draw and never sees the future. 300 draws evaluated from 25.11.2024 to 24.10.2026.

Matches per prediction

ObservedExpected
0 Matches148 / 142.5
1 Matches120 / 119.3
2 Matches27 / 33.9
3 Matches5 / 4.0
4 Matches0 / 0.2
5 Matches0 / 0.0
6 Matches0 / 0.0

Average: 0.630 matches per prediction – chance gives 0.667.

Deviation from the expectation of chance: chi² = 1.20, p = 0.550. The model hits exactly as often as numbers picked at random.

Model line for the next draw

91328313443

For entertainment only: this line has exactly the same chance as any other.

Latest predictions

DatePredictionMatches
24.10.2026 92731404249 0
21.10.2026 81213213139 1
19.10.2026 1813253945 1
17.10.2026 121430434748 1
14.10.2026 121317273153 1
12.10.2026 111518313247 1
10.10.2026 2311163849 0
07.10.2026 121431404347 1
05.10.2026 3621333739 0
03.10.2026 63439424349 0
30.09.2026 202627323848 0
26.09.2026 3815234353 1
23.09.2026 132526285154 0
21.09.2026 63738475054 0
19.09.2026 31319293133 0
16.09.2026 4621353941 0
14.09.2026 248153138 1
12.09.2026 31923293740 1
09.09.2026 368193539 0
07.09.2026 112226394750 1
05.09.2026 92739445153 0
02.09.2026 61113162550 1
31.08.2026 4635364346 0
29.08.2026 6912212325 0
26.08.2026 4611273941 1
24.08.2026 61020313943 0
22.08.2026 1618243751 0
19.08.2026 41325424954 1
17.08.2026 4627383943 1
15.08.2026 1217434449 0
12.08.2026 91223242739 0
10.08.2026 81214354450 0
08.08.2026 11727323652 0
05.08.2026 151619344349 0
01.08.2026 141720222741 0
29.07.2026 2821334149 1
27.07.2026 132129313447 1

How it works

A nearest-neighbour model looks for points in time whose last draws resembled the current ones and picks the numbers that followed most often. It is reapplied draw by draw without looking into the future; a backtest additionally compares Quick Picks with lines made of frequent numbers.

Example

For 6 from 54, 0.7 matches per line are expected on average; the model lands exactly there.

Limitations

No model can predict random draws. The page shows this transparently with a chi-squared test.

Frequently asked questions about this tool

Can AI predict lottery numbers?
No. With independent, uniformly distributed draws there is no pattern a model could learn.
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