How a 10-point evidence score becomes a forecast category · the conservative math a CRO can defend in a board read.
A deal is not “good” or “bad.” It has evidence, or it doesn't. MIQL scores the evidence on five pillars, adds them up to a number out of 10, and the number tells you exactly what to call the deal. No debate, no vibes.
Every deal carries five pillars: Outcome, Maps, Insight, Quantify, Leadership. You move each slider to the level the buyer's behavior proves:
Five pillars times two points each equals a maximum of 10. The score is a read of evidence, not a feeling. If you can't point at the buyer behavior, the pillar isn't a 2.
The 10-point score maps straight to a forecast category. No ambiguity, no negotiation:
Hypothesis only. The buyer has not validated the outcome. Not committable.
Do this. Work the discovery motion. Get one pillar to real evidence (a 2) before you forecast it.
Evidence is present but the case is incomplete. Worth working, not worth the board.
Do this. Name the single weakest pillar and the one action that moves it this week.
The next two weeks of execution. One missing pillar with a named coaching action.
Do this. Move the pillar, move the deal. Do not coach the deal in aggregate · coach the gap.
Defensible to the CRO. EB engaged, MAP buyer-owned, Outcome validated. One pillar may sit at 1.
Do this. Protect it. Close the last gap to lock it before the forecast call.
All five pillars at full evidence. Survives a board read.
Do this. This is the standard for what should land in-period. Nothing left to chase.
Fact beats feeling. If the only proof is something you said or believe, it is a 1 at best. A 2 means the buyer did something you can point to.
The conservative model that proves MIQL gives leaders and reps measurable hours back, every single week.
Every other benefit is a forecast. This one is arithmetic. A score-led review takes under 10 minutes instead of 45, and the saved hours compound across the whole leadership cohort.
The Time Back calculator at the top of this playbook does this math for you · slide the inputs and screenshot the number for your business case.
The canonical vocabulary. When a team speaks the same words, a deal review stops being an argument and becomes a read-out.
Print this page, or keep it open in your first three sessions. Every word here means exactly one thing on purpose.
How the 10-point score becomes a category · Pipeline, Best Case, Most Likely, Commit, Commit Locked · and what to do at each.
One card per category. The score band on the front, the operational meaning and the next move on the back. This is the bridge from “what is the number” to “what do I do Monday.”
Hypothesis only. The buyer has not validated the outcome. Not committable.
Do this. Work the discovery motion. Get one pillar to real evidence (a 2) before you forecast it.
Evidence is present but the case is incomplete. Worth working, not worth the board.
Do this. Name the single weakest pillar and the one action that moves it this week.
The next two weeks of execution. One missing pillar with a named coaching action.
Do this. Move the pillar, move the deal. Do not coach the deal in aggregate · coach the gap.
Defensible to the CRO. EB engaged, MAP buyer-owned, Outcome validated. One pillar may sit at 1.
Do this. Protect it. Close the last gap to lock it before the forecast call.
All five pillars at full evidence. Survives a board read.
Do this. This is the standard for what should land in-period. Nothing left to chase.
Run your eye down the scores, not the close dates. Anything called Commit that sits below 8 is the first conversation · that is where forecasts break.
12 research-backed stats that justify the MIQL rollout to a CRO. Industry research, not MIQL's own outcome data · every number is sourced.
Use these to build the business case. Each stat names the pillar it argues for, so you can pull the three that fit your room.
Industry research over the past four years places median AE quota attainment between 45 and 60 percent. The implication is structural, not coaching: the model the team forecasts on is broken before the rep gets to the doorstep. MIQL targets the model.
Salesforce State of Sales, Pavilion State of the CRO, RepVue benchmarks.
Across enterprise SaaS, 25 to 35 percent of deals categorized as Commit at the start of a quarter do not close in it. Applied to a regional Commit board, that is the size of the credibility gap MIQL eliminates.
Gartner forecast-accuracy benchmarks, public investor commentary, analyst aggregations.
Roughly four in ten qualified opportunities never become a yes or a no · they become a status that never resolves. This is the population Quantify targets: with no validated cost of inaction, nothing pushes the deal off “no decision.”
B2B deal-disposition surveys, CSO Insights, Bain commercial benchmarks.
A widely cited Gartner / CEB finding: the average B2B purchase involves 5 to 7 stakeholders. Leadership exists because in 80 percent of buying committees only one person controls the budget calendar. The seller who only knows the champion is structurally disadvantaged.
Gartner CEB / Brent Adamson commercial research.
Roughly half of enterprise deals see their internal priority change at least once after qualification. That is what Quantify hardens: when cost-of-inaction is high, validated, and in the EB's own language, the deal is harder to deprioritize.
B2B Institute, SiriusDecisions / Forrester commercial research.
A 3x ratio against a 25 percent win rate produces a 0.75x funded forecast. Healthy SaaS targets 4x to 5x. The gap is what Maps tightens: a buyer-owned MAP means pipeline reflects deals that are actually moving, not padding.
Gartner sales operations benchmarks.
Benchmarks place a typical deal review at 30 to 60 minutes. MIQL teams report a median of 10 minutes after rollout. This is the basis of the Time Back logic and the most durable argument when the CFO asks for ROI.
Enablement industry benchmarks, ATD State of Sales Enablement.
Across enterprise SaaS, most new AEs miss their full-year number in year one. MIQL is, among other things, a faster-ramp framework: the five pillars give a new rep a sequence of questions to ask before they have the instincts to do it on their own.
SiriusDecisions ramp benchmarks, RepVue tenure-attainment data.
Internal enablement surveys routinely find 40 percent of sellers, asked which metric their champion is graded on, give a generic answer rather than a specific KPI. That is the gap Outcome closes. No KPI, no O.
Internal enablement diagnostics from multiple SaaS scale-ups.
Conservatively: 30 leadership hours reviewing a doomed deal, plus lost partner cycles, plus engineering capacity reserved for false demand. The number compounds across a region · each misclassification is a CFO-visible event when measured this way.
Internal MIQL audit modeling, conservative assumptions.
Sellers who arrive with a perspective the buyer didn't already have win at roughly 3 to 4 times the rate of sellers who show up to validate the champion's existing belief. Insight is the leverage point, not the afterthought.
CEB Challenger research, Corporate Visions buyer research.
The implication is not “salespeople matter less.” It is “the seller's job is to deliver what the buyer's research did not.” Insight, Quantify, and Leadership are the three pillars that meet a buyer who has already self-educated.
Gartner buying-journey research, Forrester B2B buyer studies.
The five pillars on a single sheet. The artifact you print, post on the wall, and brief a CRO from.
Each pillar has a definition (what it is), a Nuclear Question (the test · if the rep can't answer it, the deal isn't real), and the difference between Fact and Fiction so you know a real 2 when you see one.
Definition. A specific, measurable, written-down business outcome the buyer would defend if asked. Not a feeling · a number on paper.
Nuclear Question. Can the buyer state, in their own words, the outcome and the number they are graded on?
Definition. A Mutual Action Plan the buyer is editing, not a one-sided seller checklist. Buyer-owned is the test, not seller-built.
Nuclear Question. Are the next three steps owned by the buyer, with their dates · and have they pushed back on at least one?
Definition. An observation the buyer would not have brought themselves · something they now repeat back as their own.
Nuclear Question. Did the buyer change a belief or a next action because of something you brought, unprompted?
Definition. Cost of staying still vs. value of moving · in numbers the buyer's own finance team validated.
Nuclear Question. Can the buyer state the cost of doing nothing, on the record, in their own numbers?
Definition. Peer-to-peer executive linkage that can authorize spend and absorb procurement.
Nuclear Question. Has an exec on your side met an exec on theirs · is the economic buyer on the MAP?
Walk a live deal across the five pillars out loud. The first pillar where you hesitate is the deal's weakest point · and the first thing to coach.
MIQL complements MEDDPICC. It does not replace methodology investments · it makes them measurable.
The methodology was the right investment · MIQL is the missing scoring layer on top. It takes the MEDDPICC vocabulary you already use and gives it a number and a coaching surface. Here is how the language maps:
MIQL stands alone. The five pillars give a new team everything they need to start: a vocabulary, a scoring system, a forecast-category logic, and a coaching surface. You do not need MEDDPICC underneath · MIQL is sufficient on its own.
The same 28 walkthroughs that play in the Listen & Learn panel, written out as a study companion. Five paths, each clip 30 to 90 seconds.
Tap the headphones icon on the right edge of the screen to listen along. The written outlines below match the audio panel exactly · skim them, or print them for a rep who'd rather read.
The default 12-week installation cadence, with alternates for 6-engagement, role-specific, and distributed-team variants.
Week 7. If managers don't get certified on coaching the gap, the habit dies and reviews creep back to 45 minutes. Protect manager cert.
Run-sheets you deliver from. Kickoff, weekly deal review, manager certification, close-out. Print, project, or read off your laptop.
Hand this to a manager on day one. Front: how to open and run a deal. Back: how to read the score and coach the gap.
The pillar at 0 is the deal's coaching surface. Move that pillar, and the score moves the category. Do not coach the deal in aggregate · coach the gap. One pillar, one action, one week.
When in doubt, ask the Nuclear Question for the lowest pillar (see the One-Pager). If the rep can't answer it with a buyer behavior, the pillar stays at 0 and that's your coaching conversation.
What MIQL has produced across real teams. Anonymized, sourced from production engagements.
These outcomes aren't luck · they line up with the industry research. Here are the 12 stats that explain the mechanism:
Industry research over the past four years places median AE quota attainment between 45 and 60 percent. The implication is structural, not coaching: the model the team forecasts on is broken before the rep gets to the doorstep. MIQL targets the model.
Salesforce State of Sales, Pavilion State of the CRO, RepVue benchmarks.
Across enterprise SaaS, 25 to 35 percent of deals categorized as Commit at the start of a quarter do not close in it. Applied to a regional Commit board, that is the size of the credibility gap MIQL eliminates.
Gartner forecast-accuracy benchmarks, public investor commentary, analyst aggregations.
Roughly four in ten qualified opportunities never become a yes or a no · they become a status that never resolves. This is the population Quantify targets: with no validated cost of inaction, nothing pushes the deal off “no decision.”
B2B deal-disposition surveys, CSO Insights, Bain commercial benchmarks.
A widely cited Gartner / CEB finding: the average B2B purchase involves 5 to 7 stakeholders. Leadership exists because in 80 percent of buying committees only one person controls the budget calendar. The seller who only knows the champion is structurally disadvantaged.
Gartner CEB / Brent Adamson commercial research.
Roughly half of enterprise deals see their internal priority change at least once after qualification. That is what Quantify hardens: when cost-of-inaction is high, validated, and in the EB's own language, the deal is harder to deprioritize.
B2B Institute, SiriusDecisions / Forrester commercial research.
A 3x ratio against a 25 percent win rate produces a 0.75x funded forecast. Healthy SaaS targets 4x to 5x. The gap is what Maps tightens: a buyer-owned MAP means pipeline reflects deals that are actually moving, not padding.
Gartner sales operations benchmarks.
Benchmarks place a typical deal review at 30 to 60 minutes. MIQL teams report a median of 10 minutes after rollout. This is the basis of the Time Back logic and the most durable argument when the CFO asks for ROI.
Enablement industry benchmarks, ATD State of Sales Enablement.
Across enterprise SaaS, most new AEs miss their full-year number in year one. MIQL is, among other things, a faster-ramp framework: the five pillars give a new rep a sequence of questions to ask before they have the instincts to do it on their own.
SiriusDecisions ramp benchmarks, RepVue tenure-attainment data.
Internal enablement surveys routinely find 40 percent of sellers, asked which metric their champion is graded on, give a generic answer rather than a specific KPI. That is the gap Outcome closes. No KPI, no O.
Internal enablement diagnostics from multiple SaaS scale-ups.
Conservatively: 30 leadership hours reviewing a doomed deal, plus lost partner cycles, plus engineering capacity reserved for false demand. The number compounds across a region · each misclassification is a CFO-visible event when measured this way.
Internal MIQL audit modeling, conservative assumptions.
Sellers who arrive with a perspective the buyer didn't already have win at roughly 3 to 4 times the rate of sellers who show up to validate the champion's existing belief. Insight is the leverage point, not the afterthought.
CEB Challenger research, Corporate Visions buyer research.
The implication is not “salespeople matter less.” It is “the seller's job is to deliver what the buyer's research did not.” Insight, Quantify, and Leadership are the three pillars that meet a buyer who has already self-educated.
Gartner buying-journey research, Forrester B2B buyer studies.
Pre-made, co-brandable decks for kickoff, weekly enablement, manager certification, and QBR insertion. Sterile internal materials, MIQL framework vocabulary preserved.
Each deck maps to a session in the Session Kit. Run them in order for a clean 90-day install, or pull a single deck into an existing QBR.
Printable cards for the five pillars, the Nuclear Questions, the forecast categories, and the terms. Print on business-card stock, or project them during a session.
One card per pillar. Front: the letter and the pillar name. Back: the definition and the Nuclear Question.
Definition. A specific, measurable, written-down business outcome the buyer would defend if asked. Not a feeling · a number on paper.
Nuclear Question. Can the buyer state, in their own words, the outcome and the number they are graded on?
Definition. A Mutual Action Plan the buyer is editing, not a one-sided seller checklist. Buyer-owned is the test, not seller-built.
Nuclear Question. Are the next three steps owned by the buyer, with their dates · and have they pushed back on at least one?
Definition. An observation the buyer would not have brought themselves · something they now repeat back as their own.
Nuclear Question. Did the buyer change a belief or a next action because of something you brought, unprompted?
Definition. Cost of staying still vs. value of moving · in numbers the buyer's own finance team validated.
Nuclear Question. Can the buyer state the cost of doing nothing, on the record, in their own numbers?
Definition. Peer-to-peer executive linkage that can authorize spend and absorb procurement.
Nuclear Question. Has an exec on your side met an exec on theirs · is the economic buyer on the MAP?
One card per category. Front: the category and score band. Back: what it means and what to do.
Hypothesis only. The buyer has not validated the outcome. Not committable.
Do this. Work the discovery motion. Get one pillar to real evidence (a 2) before you forecast it.
Evidence is present but the case is incomplete. Worth working, not worth the board.
Do this. Name the single weakest pillar and the one action that moves it this week.
The next two weeks of execution. One missing pillar with a named coaching action.
Do this. Move the pillar, move the deal. Do not coach the deal in aggregate · coach the gap.
Defensible to the CRO. EB engaged, MAP buyer-owned, Outcome validated. One pillar may sit at 1.
Do this. Protect it. Close the last gap to lock it before the forecast call.
All five pillars at full evidence. Survives a board read.
Do this. This is the standard for what should land in-period. Nothing left to chase.
One card per term · the fastest way to install the shared vocabulary.
Each section above is laid out to print at business-card or index-card size. Use browser print (Cmd/Ctrl + P). The cards have adequate margins for cutting on a standard guillotine.
Co-brandable session sign-in sheets, deal-review templates, and certification rosters. Drop these into a session folder, hand them out, collect them back.
The whole worksheet is five lines · one per pillar. Score each 0/1/2, circle the lowest, write one action. That's the review.