FOOTBALL. THROUGH A DIFFERENT LENS.

Your read
on the game.

Start with our NFL projections. See the matchup behind the numbers. Then make the analysis your own.

In private preview Public sales coming later

MATCHUP LABTHE GAME, BROKEN DOWN
Illustrated football chalkboard showing offensive circles, defensive crosses, and a highlighted passing route.
Explore the advantage.Chalkboard illustration · not a game projection

Our projections are the starting point.
Your questions take it further.

What if the defensive front has a bigger impact? How much is the passing game driving the total? MAP LABS gives you a place to explore those questions.

01 / INSIDE THE LAB

From the whole slate
to your own perspective.

A focused workspace for following the numbers, understanding the matchup, and saving your analysis.

LATEST PROJECTIONS

Start with the model view.

See projected scores, spreads, and totals alongside the saved market lines. Compare Legacy and XGBoost, with football markers showing where their directions agree.

Two approaches. One clear overview.

LEGACYSAVED MARKETXGBOOST

MATCHUP ADVANTAGES

See what’s driving the game.

Explore the X’s and O’s board, team efficiency rankings, and the inputs behind a projection. Passing, rushing, and quarterback views put the matchup in context.

Clear rankings. Visible gaps when data is missing.

01–1112–2021–32TEAM EFFICIENCY RANKS

ADJUST THE MODEL

Put your game read to work.

Turn supported model influences up or down and see how the Legacy projection changes. Compare against a selected book’s saved line when available.

Your scenario stays separate from the published projection.

LessModelMore
EXPLORE YOUR ASSUMPTIONS

MY BOARD

Keep the analysis that matters.

Save individual selections or grouped analysis with your notes. Reopen the original version, then export a clean PDF to print and follow through the week.

A record of your thinking, with the saved lines attached.

YOUR BOARD
MATCHUPOUTLOOKLINE
SAVE · REVISIT · PRINT

02 / THE 2026 SEASON

Follow the projections.
Own your process.

We plan to keep sharing model projections free with our community. The season pass is for the interactive tools: exploring matchups, adjusting the analysis, and building your personal board.

Ask us about MAP LABS

PLANNED SEASON PASS

$49 USD / one payment

Access through February 28, 2027
11:59 PM Central · No automatic renewal

  • Model comparisons and agreement views
  • Visual matchup breakdowns
  • Your own adjustable scenarios
  • Saved book-line comparisons, where available
  • Personal board and printable PDFs
Private preview. Sales are not open.

The pass is planned for launch. No payment is collected on this page.

Invited user sign-in

Planned refund policy: full refunds for requests received within seven days of purchase. Contact support.

03 / A LITTLE MORE CONTEXT

Know what you’re looking at.

What am I paying for?

Access to NFL statistical analysis tools: published model comparisons, matchup views, supported scenario adjustments, and a personal board with PDF exports. The planned pass is one payment for access through the stated season end date. Public sales are currently closed.

Are the market lines live?

No. Projections and bookmaker quotes belong to a saved publication. The app shows the edition and available source information. Lines may have moved since that edition was published; missing quotes are not filled in or invented.

Does adjusting a scenario retrain the models?

No. The controls change supported contributions to the Legacy projection. They help you explore a different set of assumptions; they do not retrain XGBoost or produce a newly validated probability. The original published projections stay intact.

Does model agreement mean a guaranteed result?

No. Agreement means the models point in the same direction against that edition’s line. It is not a guarantee, confidence rating, or proof of profitability. Projections are uncertain, and the secondary XGBoost totals forecasts are labeled experimental.

Can I place wagers through MAP LABS?

No. MAP LABS provides analysis tools. It does not accept wagering deposits, place wagers, or pay winnings. A saved selection or exported PDF is an analysis record, not a wager.

How will refunds and support work?

Email maplabsanalytics@gmail.com for support. The planned policy provides full refunds for requests received within seven days of purchase. Refunds are issued by the operator through Stripe; a request does not automatically process a refund. Final customer policies will be available before sales open.

BUILT TO QUESTION THE GAME.

Have a question?
Talk to MAP LABS.

maplabsanalytics@gmail.com