LaxIntel · The AI Engine Poll

Preseason 2027 — Women's D1 Lacrosse

Three AI engines each built their own preseason Top 25 — researching the 2026 season, returning talent, the transfer portal, and recruiting, then citing their sources. Below: the consensus, where they agree, and where they don't.

Projection, not fact. 4 engines reporting · fused by Borda count (25 pts for a #1 … 1 pt for a #25). Generated by LaxIntel.

The Consensus Top 25

#TeamClaudeGeminiChatGPTGrokPtsSpread
1 North CarolinaACC 1121 99 ±1
2 NorthwesternBig Ten 2212 97 ±1
3 MarylandBig Ten 3334 91 ±1
4 Stony BrookCAA 5453 87 ±2
5 Johns HopkinsBig Ten 4945 82 ±5
6 NavyPatriot 8576 78 ±3
7 MichiganBig Ten 6899 72 ±3
8 Boston CollegeACC 77118 71 ±4
9 SyracuseACC 136107 68 ±7
10 ColoradoBig 12 911613 65 ±7
11 StanfordACC 1114812 59 ±6
12 FloridaBig 12 10101610 58 ±6
13 DenverBig East 15121315 49 ±3
14 Penn StateBig Ten 12151916 42 ±7
15 Notre DameACC 20131814 39 ±7
16 ClemsonACC 161411 37 3/4 voted
17 YaleIvy 14162019 35 ±6
18 James MadisonSun Belt 19171717 34 ±2
19 RutgersBig Ten 171518 28 3/4 voted
20 Army West PointPatriot 181921 20 3/4 voted
21 PrincetonIvy 21202422 17 ±4
22 DukeACC 24212123 15 ±3
23 United States Military Academy (Army)Patriot League 12 14 1/4 voted
24 GeorgetownBig East 22222225 13 ±3
25 Loyola MarylandPatriot 2318 11 2/4 voted

The Case for Each — by Engine

1North CarolinaACC
Claude #1

Tournament MOP Chloe Humphrey (109 goals, 50 assists in 2026) returns alongside Addison Pattillo and new transfer Kate Galica, the all-time UVA draw-control record holder.

Gemini #1

The Tar Heels return the majority of their scoring, led by superstar Chloe Humphrey, and boast the nation's top-ranked recruiting class for 2027.

ChatGPT #2

Despite a strong 19-2 season, UNC fell to Northwestern in the 2026 championship game.

Grok #1

Chloe Humphrey returns after a 109-goal sophomore season as UNC seeks revenge for the 14-11 title-game loss.

2NorthwesternBig Ten
Claude #2

Reigning nine-time national champion Kelly Amonte Hiller reloads around returning defenders Mary Carroll and McKenzie Brown while adding Cincinnati transfer Paige Selhorn (47 goals, 43 assists in 2026).

Gemini #2

The defending NCAA Champions, led by head coach Kelly Amonte Hiller, secured their ninth national title with a 14-11 victory over North Carolina in 2026.

ChatGPT #1

Northwestern clinched the 2026 national championship with a 14-11 victory over North Carolina.

Grok #2

Aditi Foster returns after Northwestern captured its ninth title with a 14-11 win over UNC.

3MarylandBig Ten
Claude #3

The Terrapins made their 29th Final Four in 2026 and bolster their roster with Florida transfer Monaco, adding another proven attacker to a deep Big Ten contender.

Gemini #3

The Terrapins finished the 2026 season with an 18-4 record and reached the NCAA quarterfinals, falling to Navy.

ChatGPT #3

Maryland reached the 2026 semifinals, showcasing a robust 18-4 record.

Grok #4

JJ Suriano returns in goal after Maryland reached the Final Four before a 16-6 semifinal loss to UNC.

4Stony BrookCAA
Claude #5

The Seawolves return All-American defensive anchor Hailey Hubner (73 caused turnovers, 58 ground balls) and goalkeeper Natalia Altebrando after their 2026 quarterfinal run as the No. 5 seed.

Gemini #4

Stony Brook returns its top five scorers, including Tewaaraton candidate Isabella Caporuscio, and adds fifth-year Sofia Chepenik to the attack.

ChatGPT #5

Stony Brook concluded the 2026 season with a 19-3 record, marking a significant rise in national rankings.

Grok #3

Isabella Caporuscio returns after posting 68 goals as Stony Brook reached the NCAA quarterfinals.

5Johns HopkinsBig Ten
Claude #4

The Blue Jays reached their first-ever Final Four in 2026 as the No. 4 seed, going 21-7 over Army and Albany before pushing Northwestern to a 16-14 semifinal loss.

Gemini #9

Lacey Downey returns after a stellar 2026 season with 58 goals, 47 assists, and 51 caused turnovers, anchoring the Blue Jays' offense.

ChatGPT #4

Johns Hopkins advanced to the 2026 semifinals, finishing the season at 17-5.

Grok #5

Lacey Downey returns after Hopkins made its first Final Four with a buzzer-beater win over Stony Brook.

6NavyPatriot
Claude #8

The Midshipmen went 18-1 in the regular season in 2026 and reached the NCAA quarterfinals as the No. 6 seed before falling to Maryland 14-10.

Gemini #5

Alyssa Chung, a true junior who posted 84 goals and 118 points in 2026, is a returning Tewaaraton finalist for the Midshipmen.

ChatGPT #7

Navy achieved a 20-2 record in 2026, reflecting a dominant season performance.

Grok #6

Alyssa Chung returns after becoming Navy's first Tewaaraton finalist with 84 goals.

7MichiganBig Ten
Claude #6

The Wolverines upgrade their attack by landing unanimous All-Big 12 transfer Rachel Kennedy, who starred in Colorado's historic 2026 quarterfinal run.

Gemini #8

The Wolverines finished 2026 with a 13-7 record, including a strong 5-3 mark in the Big Ten.

ChatGPT #9

Michigan's 13-7 season in 2026 included key victories over top-ranked opponents.

Grok #9

Emma Bradbury returns after Michigan fell 13-12 to Stanford in the NCAA second round.

8Boston CollegeACC
Claude #7

After an uncharacteristic second-round exit in 2026, the Eagles reload with Clemson transfer Natalie Shurtleff (43 goals, 68 draw controls) and Syracuse transfer Caroline Trinkaus (31 goals).

Gemini #7

Despite a challenging 2026 season, the Eagles are expected to rebound with a strong returning core and notable additions like Marissa White and Casey Colbert.

ChatGPT #11

Boston College ended the 2026 season with a 10-8 record, facing a challenging schedule.

Grok #8

Molly Driscoll returns after BC ended an eight-year Final Four streak with a 10-9 loss to Stony Brook.

9SyracuseACC
Claude #13

After a first-round exit in 2026 (11-10 OT loss to Navy), the Orange reload around returning talent and add goalkeeper Maya Soskin (Florida transfer), providing an immediate upgrade in net.

Gemini #6

The Orange will look to build on their 14-6 record from 2026, having pushed Loyola in the first round of the NCAA tournament.

ChatGPT #10

Syracuse finished the 2026 season at 14-6, maintaining their status as a competitive ACC team.

Grok #7

Molly Guzik returns after Syracuse held opponents to single digits in 16 games.

10ColoradoBig 12
Claude #9

The Buffaloes made their first-ever NCAA quarterfinal in 2026, and USA Lacrosse's way-early 2027 rankings credit returning sophomore goalie Elana Oh (6.89 GAA) and scorer Teagan Ryan (41 goals) as the foundation of their continued rise.

Gemini #11

The Buffaloes had one of their most successful seasons in 2026, advancing to the NCAA Quarterfinals and pushing top-seeded Northwestern to double overtime.

ChatGPT #6

Colorado's impressive 16-4 season included a quarterfinal appearance in the 2026 NCAA tournament.

Grok #13

Elana Oh returns in goal after Colorado pushed Northwestern to double OT in the NCAA quarters.

11StanfordACC
Claude #11

The Cardinal went 13-11 over Michigan as an unseeded team in the 2026 tournament's opening rounds before falling to North Carolina in the quarterfinals, showcasing the program's elite talent and tournament resilience.

Gemini #14

Stanford looks to build on a 14-5 season in 2026, which included a 5-0 undefeated record in Pac-12 play.

ChatGPT #8

Stanford's 17-5 record in 2026 highlighted their consistent strength in the Pac-12.

Grok #12

Aliya Polisky returns after Stanford reached its first NCAA quarterfinals.

12FloridaBig 12
Claude #10

Despite losing both goalies to the portal, the Gators welcome what USA Lacrosse describes as a lauded freshman class featuring six five-star recruits, including dynamic midfielder Maria Bragg.

Gemini #10

The Gators welcome a lauded freshman class for 2027, featuring six five-star recruits including midfielders Maria Bragg and Anna Von Kennel.

ChatGPT #16

Florida's 15-4 record in 2026 highlighted their dominance in the AAC.

Grok #10

Clark Hamilton returns after Florida was upset 16-8 by Denver in the NCAA first round.

13DenverBig East
Claude #15

USA Lacrosse's way-early 2027 outlook notes the Pioneers appear set to retake the Big East title, with conference rival Georgetown the main challenger after Denver's regular-season losses to Colorado and Stony Brook in 2026.

Gemini #12

Despite defensive departures, the Pioneers return starting goalie Lexi Gwaku, who posted a 7.22 goals against average and a 52.2% save percentage in 2026.

ChatGPT #13

Denver achieved a 16-4 record in 2026, marking a strong season in the Big East.

Grok #15

Olivia Ripple returns after Denver upset Florida 16-8 in the NCAA first round.

14Penn StateBig Ten
Claude #12

Kayla Treanor enters her second season with a core that returns top scorers Delaney Radin (27 goals, 57 assists), Kelly MacKinney (45 goals), and Rocquette Allen (45 goals), plus transfer Shae Hagan (100 career pts).

Gemini #15

Penn State returns its top three points leaders from 2026: Delaney Radin, Kelly MacKinney, and Rocquette Allen.

ChatGPT #19

Penn State finished the 2026 season at 12-7, with significant conference wins.

Grok #16

Delaney Radin returns after Penn State reached the NCAA tournament in Kayla Treanor's first year.

15Notre DameACC
Claude #20

The Irish have appeared consistently in the USA Lacrosse Top 20 throughout the 2025-26 era and return a competitive ACC roster that ranked in the top-17 nationally during the late 2026 regular season.

Gemini #13

The Fighting Irish finished the 2026 season with a 13-6 record and a 6-4 mark in the competitive ACC.

ChatGPT #18

Notre Dame's 12-6 season in 2026 included a strong showing in the ACC tournament.

Grok #14

Kenzie Rassas joins sister Madison after Notre Dame returned to the NCAA tournament.

How Each Engine Voted

Claudeclaude-sonnet-4-6

Weight 2026 NCAA tournament depth (Final Four > quarterfinals > round of 16), then apply returning-star multiplier and verified portal additions, with conference strength as tiebreaker.

Geminigemini-2.5-flash

This preseason Top 25 poll prioritizes a blend of 2026 NCAA Tournament performance, returning offensive and defensive talent, impact transfer portal activity, and the strength of incoming recruiting classes, with a strong emphasis on teams poised for deep postseason runs.

ChatGPTgpt-4o

Rankings are based on 2026 season performance, key player contributions, and anticipated roster changes for 2027.

Sources cited (2)
Grok(cached)

This poll prioritizes returning All-American production, Tewaaraton-caliber stars, and 2026 NCAA tournament pedigree over recruiting hype.

Method. Each engine received an identical prompt and searched the web independently; nothing was fed to them by LaxIntel. Rankings are the engines' own opinions and are labeled a projection, not a result. "Spread" is the gap between an engine's highest and lowest rank for a team — a proxy for disagreement. Sources are the URLs each engine reported; LaxIntel has not independently re-verified every claim in a brief. Grok is absent (no API key yet).