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Scoring Model Canvas

A one-page canvas to design a scoring model with marketing and sales in the room. Allocate 90 minutes the first time you run it. Print the canvas — do not run it as a screenshare. People agree more readily when they are looking at a shared physical artifact, not staring at a Zoom window.

Copy this file, rename it scoring-model-<YYYY-Q>.md, and fill in each section together.


Section 1: What is this model for?

Pick one — and only one — primary job:

  • Routing: tell sales when to engage in-ICP people at the right moment.
  • Prioritization: rank an existing sales queue.
  • Suppression: tell marketing when not to send another email.

If the team wants the model to do all three, agree which is primary. The model will be calibrated against the primary job. The other jobs are secondary uses of the same score.

Primary job chosen:

Why this and not the others:

Section 2: Who is in the model?

The model only scores people who pass the ICP gates. List the gates:

  • Industry gate: ___ (in-ICP industries)
  • Company size gate: ___ (in-ICP employee or revenue band)
  • Geography gate: ___ (in-territory)
  • Role/function gate (if applicable): ___

A person who fails any gate is excluded from the model entirely — they do not get a fit score, and behavior signals do not accumulate against an MQL alert.

Agree the gates with sales:

  • Marketing leader sign-off: ____________________
  • Sales leader sign-off: ____________________

Section 3: Two-score commitment

We will maintain two separate scores:

  • BehaviorScore (dynamic, what they do)
  • FitScore (static, who they are)

The routing rule combines them at the gate, not at the score. Sales sees both numbers on the lead record.

If anyone in the room argues for a combined single score, refer them to 01-what-scoring-is-actually-for.md, section "Two scores, not one." Resolve the disagreement before moving on.

Section 4: Behavior signals

Signal Type (primary/secondary/weak) Weight Decay half-life
Demo request Primary (gate) 100 Never
Pricing page visit (2+ in 7 days)
Contact-sales form
Webinar attended
Multi-session site visit
High-value content download
General content download
Email click
Email open (drop) 0 n/a
___
___

Anti-signals (reduce score or exclude):

Signal Effect
Unsubscribed Exclude from model
Hard bounce / complaint Exclude from model
Marked competitor Exclude from model
Out-of-ICP role change (where detected) ___

Section 5: Fit signals

Gates are already in Section 2. Within-ICP, fit weights:

Dimension Weight Banded scoring (if applicable)
Role function (matches buyer persona)
Seniority (Director+ / Manager / IC)
Technographic (in-stack tech)
Buying-group size (multi-person at account)
___

Maximum FitScore for a perfect-fit person: ___

Section 6: Routing gate

The MQL alert fires when:

BehaviorScore >= ___  AND  FitScore >= ___

Expected daily alert volume at these thresholds: ___ alerts/day

Sales capacity to act on alerts within 24 hours: ___ alerts/day

If the expected volume exceeds capacity, the thresholds need tightening. Do this in the room, with sales.

Section 7: Suppression rules

The model does not fire MQL alerts when:

  • Person is attached to an open opportunity
  • Person was MQL'd and rejected by sales within the last ___ days
  • Person is a current customer (route through expansion model instead)
  • Person has been unengaged from email for 90+ days (re-MQL only on new direct action)
  • ___ (other team-specific rule)

Section 8: Calibration cadence

We will review the model:

  • Quarterly (recommended)
  • Twice per year
  • Other: ___

Review participants:

  • Marketing operations lead
  • Sales operations lead
  • VP Marketing (or designee)
  • VP Sales (or designee)
  • RevOps lead (if separate)

Section 9: What changes require sign-off?

Change type Sign-off required
Add a new signal Marketing ops + RevOps
Change a weight Marketing ops + RevOps
Change the MQL threshold Marketing + Sales VPs
Change a fit gate (ICP change) Marketing + Sales VPs
Retire a signal Marketing ops + RevOps
Suppress an audience from the model Marketing + Sales

Sign-off log: maintain in the wiki, dated, with rationale.

Section 10: Documentation

This canvas becomes the source of truth for the scoring model. The platform configuration is the implementation of the canvas, not its definition. If they diverge, the canvas is authoritative and the platform gets reconciled to it.

Canvas owner: ____________________

Canvas storage location: ____________________

Date of this version: ____________________

Next scheduled review: ____________________


Sign-off

This canvas is the agreed scoring model for the period stated above.

  • VP Marketing: ______________________________ Date: ___________
  • VP Sales: ______________________________ Date: ___________
  • Marketing Ops Lead: ______________________________ Date: ___________
  • Sales Ops / RevOps Lead: ______________________________ Date: ___________