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AI Pro · Ask G&W in action

Real questions, real answers, with the receipts

Four recorded Ask G&W sessions, shown word for word. For each one: how the question was read, the answer, the G&W tables it came from with their update times, the sample size, and the tool to open next. One is a question we can’t answer, and it says so.

4recorded questions, not written for this page
0words edited in the answers
Datedevery source, with its update time
  1. 1Challenge a storyNFL · asked Oct 29, 2026Members
  2. 2Reproduce a split or screenNFL · asked Oct 2, 2026AI Pro
  3. 3Build and test a betting ideaNFL · asked Oct 15, 2026AI Pro
  4. 4A question we can't answerNFL · asked Oct 2, 2026Members

How to read each card

  • Descriptive What already happened: results and stats.
  • Market-derived Built from betting lines, such as a record against the closing spread.
  • Model-based A G&W Model output, such as a projected score. None of these four needed one.
  • FREEMembersAI Pro Who can open it: anyone, any paid plan, or AI Pro.

Challenge a story

The Chiefs are 5-1. Is the record the whole story?

MembersDescriptiveMarket-derivedNFL

The question

“What's the Chiefs' record against the spread this year, and how consistent have they been?”

Asked Oct 29, 2026 · Asked on the Analytics plan. Every paid plan can ask this.

How Ask G&W read it

Team
Kansas City Chiefs
Season
2026 NFL regular season
Window
Season to date, through Week 7 (6 games)
Market
Point spread at the closing line; closing totals too
Filters
None. It pulled every game result plus the game-to-game swings

The answer word for word

The Chiefs are 5-1 straight up but 3-3 against the closing spread in 2026. They've been somewhat inconsistent from game to game.

Against the spread:

  • Covers: vs DEN (31-10 at -2.5, covered by 18.5), @ MIA (24-10 at -10, by 4), vs LAC (22-6 at -7.5, by 8.5)
  • Misses: vs IND (33-30 at -6, missed by 3), @ LV (30-27 at -4.5, missed by 1.5), @ SEA (lost 3-20 as a 3-point underdog, missed by 14)

On average they've beaten the closing spread by 2.08 points a game, even with the 3-3 record. That's because two big covers (Denver, LA Chargers) outweighed the narrow misses. They were favored in all but the Seattle game. Games have gone under the closing total 4 times and over twice. Overall they've outscored opponents by 40 points.

Consistency:

  • Their consistency score is in the 39th percentile, so their week-to-week play swings a bit more than average.
  • Their EPA/play margin (how much more efficient they were per play than the opponent) averages 0.181. Single games ranged from -0.261 to 0.508, with a standard deviation of 0.275.
  • 50% of their games were "boom" games (EPA/play margin above +0.241) and 16.7% were "bust" games (below -0.241).
  • Points per drive on offense averaged 2.29 but ranged from 0.38 to 3.00. Points per drive allowed ranged from 0.55 to 3.00.

In short, when the Chiefs are good they're often very good. But the Seattle loss (offense at -0.105 EPA/play) and close wins over Indianapolis and Las Vegas show the floor can drop. All of this describes past games and isn't a forecast.

Source: NFL 2026 season through Week 7, closing lines and volatility data updated Oct 29, 2026 (public feed; EPA is raw, not opponent-adjusted).

33 of 33 numbers in the answer were found in the data it read.

Sources

  • NFL Lab game results, 2026updated Oct 29, 2026, 5:04 AM PT
  • NFL consistency (volatility) tableupdated Oct 29, 2026, 7:05 AM PT

Sample and caveat

Six games. The answer says so itself: it describes past games, it is not a forecast, and EPA here is raw, not adjusted for opponent.

Type of result

Descriptive for the results, EPA and points per drive. Market-derived for the record against the closing spread and total. No G&W Model numbers are used.

Next step FREEOpen the Chiefs team pageGame-by-game results against the spread, updated through this week

Reproduce a split or screen

Top-5 offenses that still don't pass much

AI ProDescriptiveNFL

The question

“Which NFL offenses rank top 5 in EPA/play but bottom 10 in PROE this season?”

Asked Oct 2, 2026 · Screens on several stats at once are part of AI Pro.

How Ask G&W read it

Teams
All 32 NFL offenses
Season
2026 NFL regular season
Window
Full season to date, through Week 3
Market
None: team stats only
Filters
Top 5 in EPA per play (cutoff 0.175) and bottom 10 in pass rate over expected, PROE (cutoff −3.9%)

The answer word for word

Only one offense fits both: the Baltimore Ravens.

  • EPA/play: 0.193, 3rd of 32. The league average is 0.007, and the top-5 cutoff was 0.175.
  • PROE: -8.0%, 27th of 32 (ranked highest to lowest). The league average is -2.1%, and the bottom-10 cutoff was -3.9%.

That means Baltimore is one of the league's most efficient offenses while passing much less than expected. Keep in mind the sample is small: it covers only 3 games, and EPA here isn't adjusted for the strength of opponents.

Source: 2026 NFL regular season, full-season window through Week 3, updated 2026-10-01 (public Lab feed).

9 of 9 numbers in the answer were found in the data it read.

Sources

  • NFL Lab team stats, 2026updated Oct 1, 2026

Sample and caveat

Three games per team, as the answer flags. EPA is raw, not adjusted for opponent. Numbers are as of Oct 2; the table has moved since.

Type of result

Descriptive: what each offense has done so far. No model numbers, no betting lines.

Next step FREEOpen NFL Team StatsSort EPA per play and PROE for this season

Build and test a betting idea

Road teams on a short week against top-10 defenses

AI ProMarket-derived, when runNFL

The question

“Build me a Research Lab system: NFL road teams on a short week against top-10 defences”

Asked Oct 15, 2026, 10:43 AM PT · Building Research Lab systems by asking is part of AI Pro.

How Ask G&W read it

Sport
NFL
Market
Point spread (you can switch it to moneyline or totals)
Seasons
All available seasons (no range set)
Filters
Road team · rest 6 days or less · opponent defense top 10 by EPA per play allowed
Mapping
The Lab has no “short week” setting, so it used rest days and said so. Its first draft used condition names the Lab doesn’t have; the Lab rejected it and Ask G&W rebuilt it from the Lab’s own list.

The answer word for word

I've built the system. Open it here to see the results: /analytics/research-lab.html#q=eyJ2IjoiZ3ctcnEvMSIsInNwb3J0IjoibmZsIiwibWFya2V0Ijoic3ByZWFkIiwic2lkZSI6InRlYW0iLCJzZWFzb25zIjpudWxsLCJjb25kcyI6W3siaWQiOiJ2ZW51ZSIsInYiOiJyb2FkIn0seyJpZCI6InJlc3QiLCJtaW4iOjAsIm1heCI6Nn0seyJpZCI6Im9kZWYiLCJ2IjoidG9wIiwibiI6MTB9XX0%3D

It has three conditions:

  • Home, road or neutral: Road
  • Rest days (this team): 6 days or less. The Lab has no "short week" setting, so I used rest days instead. Normal rest between Sunday games is 7 days, so this catches Thursday games and other quick turnarounds. If you only want Thursday games, change it to 3–4 days.
  • Opponent defence rank: top 10, ranked by EPA per play allowed

Other details:

  • It's set to the spread market, and no season range is set, so it covers all available seasons. You can switch it to moneyline or totals.
  • You can also tighten it with the "Rest vs opponent" condition, so it only picks road teams with less rest than their opponent.

I can't see records or ROI from here. Run it in the Lab to see how the system has done.

Source: Research Lab condition list (version 3e152bd845), public.

Sources

  • Research Lab condition listversion 3e152bd845, public

Sample and caveat

No sample in the answer, on purpose: Ask G&W builds the system but never states its record. The Lab works that out when you run it, with the sample size and season-by-season results.

Type of result

A system definition. The record you get when you run it is market-derived: past games graded against the point spread.

Next step MembersOpen this exact system in the Research LabThe same three conditions, ready to run and save

A question we can't answer

Data we don't have, and what you get instead

MembersNo result: data not heldNFL

The question

“How many touchdowns did Travis Kelce score in 1995?”

Asked Oct 2, 2026 · Any plan with Ask G&W gets the same honest answer.

How Ask G&W read it

Player
Travis Kelce
Season
1995 NFL
Stat
Touchdowns
Coverage
The NFL Lab covers 2015 through 2026, so 1995 is outside it

The answer word for word

I can't answer that one: G&W has no data for the 1995 NFL season. The NFL Lab only covers 2015 through 2026, so I can't look up any 1995 numbers.

If you'd like, I can pull Travis Kelce's stats for any season from 2015 to 2026, including touchdowns if that stat is in the data.

Source: G&W NFL Lab (members data), list of available seasons.

No numbers given, and none guessed.

Sources

  • NFL Lab, list of available seasonsseasons 2015 to 2026

Sample and caveat

Nothing to sample. Ask G&W says what it can’t answer instead of making a number up, then offers what it does have.

Type of result

No result: the data isn’t held. The supported alternative is any season from 2015 to 2026.

Next step FREEOpen NFL Player StatsTight end and other player leaderboards for the seasons G&W covers

Ask your own

Ask G&W comes with every paid plan. AI Pro adds screens on several stats at once and building Research Lab systems by asking.

Analytics$44.44/mo · 3 questions a month
Official Plays$99.99/mo · 3 questions a month
AI Pro$155.55/mo · 50 questions a day

Questions were asked by the G&W team while testing Ask G&W, not by customers. Answers are shown exactly as Ask G&W gave them. Numbers are as of the date asked and have changed since; the next-step links open today’s numbers. For information and research, not betting advice.