The Lab is live. 15 essays from the frontier of AI-native GTM.

Read
System
/
Skills
/
Qualification Assessment

Qualification Assessment

Checked boxes are where bad deals hide. This skill judges qualification on evidence: each criterion in your Discovery & Qualification memory comes back proven, assumed or missing, with the proof attached and the next question to ask. Reps stop working deals that were never real, managers stop policing fields, and the forecast counts deals that would survive scrutiny.

Used across

Sales

Referenced by

Qualification

Discovery Analysis

Deal Risk

Applies

Discovery & Qualification

Sales Process

Sales Methodology

Qualification Assessment Skill Hero
Qualification Assessment·6 OPPS DROPPED TO UNQUALIFIED TODAY
Qualifying Snowflake…
TriggerDiscovery complete · Snowflake · mid-market
Live stateReading Deal State · fields, calls, criteria evidence
Applying skillRunning Qualification Assessment v5
Marks each criterion proven, assumed or missing
Returns 2 open criteria with the next question
Budget marked confirmed, sourced to one rep note
Decision process unevidenced in any call
Reference memoryAgainst Discovery/Qualification · Sales Process · Sales Methodology
ActionOpen criteria written to the deal, next question queued for the rep
Skill
Qualification Assessment
v5v6
QualificationSnowflake criteria retested
Next Best ActionSnowflake next move keyed
Deal AssessmentSnowflake assessment built
See all 7 capabilities Run 224 times today
Upgrade proposed
Proven requires customer-voiced evidence, per criterionv6
6 of 84 opps dropped where a rep note was the only source.
Upgrade Qualification Assessment to v6?
The current way > AI added on > AI-native

Where checkbox and evidence part ways

Full fields make every deal look qualified, right up until the evidence is asked for.

01 | The Current Way

02 | AI Added On

03 | AI-Native

The discovery call ends and the rep marks it qualified

Full fields, unknown quality

The rep fills the MEDDPICC fields from memory of the call. Whether the answers are evidence or optimism depends on the rep.

Boxes filled faster

Extraction fills the fields but cannot judge them, because nothing defines what actually proves a metric or a champion for your deals.

Proven, assumed or missing, per criterion

The rep leaves discovery knowing which criteria are proven, which are assumed and what to ask next. Bad deals surface before work starts.

The rep pushes the deal to proposal stage

Judged by whoever runs the review

The manager reads the fields by experience. One waves it through, another sends it back. Reps learn what each manager wants.

The gate reads the boxes

A filled field passes the stage gate whether or not the evidence behind it holds, because completion is all the check can see.

Stage moves earned on evidence

Deals advance when criteria are proven, on the same standard for every rep. Managers get their reviews back for the real judgement calls.

Forecast week, and the whole pipeline reads qualified

A forecast built on checkboxes

Every deal shows full fields, so every deal counts. The gap between looks-qualified and is-qualified surfaces as slipped deals in week 13.

A tidy view of the same guesswork

Summarising the fields cannot say which qualified deals would survive scrutiny, because the fields were never evidence to begin with.

The forecast counts proven deals

Leadership sees which deals rest on proof and which on assumption, confidence shown, and the surprise slips thin out quarter by quarter.

Referenced by

Capabilities that run this skill

Sales

Qualification

Active
Fresh discovery call read against your criteria
Nine criteria checked, not the boxes the rep filled
Champion confirmed, decision process still inferred
Two answers proven, one assumption flagged for evidence
Three gaps named, with the questions that close them
Queued for the next call, before the deal moves stage
+
Hold at Discovery recommended, reason on record
Sufficiency not met; the manager sees the same evidence
Know which deals are real, and what to ask next
SEE HOW IT WORKS

Sales

Discovery Analysis

+
SEE HOW IT WORKS

Sales

Deal Risk

Active
Northwind now at risk of going to a competitor
Champion's gone quiet; a rival is in the room
Two deals worth pushing while you're ahead
Momentum's with you, so press the advantage
One deal to cut: no budget, no path to the buyer
Sitting in forecast, propping up a false number
+
Every open deal, scored and ranked for the review
Where to save, where to push, where to walk
Where to spend your time, before the review
SEE HOW IT WORKS
The Platform

One system that understands, decides, acts and learns.

Every GTM signal flows through an AI-native operating layer into a system that runs on the surfaces your team already uses.

Explore the GTM System →
GTM Data & Knowledge
CRM · Emails · Calls · Marketing · Product · Support · Documents · Research
AI-Native Operating Layer
Context · Memory · Skills · Agents · Decision Traces
AI-Native Sales System
Understand
Deal State
Qualification
Stakeholders
Risk
Decide
Pipeline Review
Forecast
Meeting Prep
Prospecting
Act
Follow-up
Next Steps
Updates
Escalation
Learn
Upgrade ICP
Upgrade Prospecting
Upgrade Sales Process
Upgrade Messaging
Surfaces
CRM · Slack · Teams · ChatGPT · Claude · MCP · API
Output
Briefings · Artifacts · Alerts · Recommendations · Approvals · Actions

SEE WHY REVOPS + MARKETING LEADERS CHOOSE REVENUE LABS

The GTM teams that learn fastest will win. Build yours a system that learns.

An advantage competitors cannot buy back: years of success and failure, codified.

FAQ

What buyers ask

If it's not here, we'll answer it live.

Talk to us
How can AI assess sales qualification?

By testing each criterion against evidence from the deal itself: calls, emails, who engaged, what was said about money and process. Each criterion in your Discovery & Qualification memory comes back proven, assumed or missing, with confidence, so qualification means the same thing on every deal.

Why is MEDDPICC extraction not enough?

Because extraction fills fields without judging them. A named economic buyer the rep has never met still fills the box. Assessment asks the harder question: does the evidence prove this criterion for this deal, by your standard? That difference is where false-positive deals hide.

What do proven, assumed and missing mean?

Proven means evidence from the deal supports the criterion. Assumed means someone asserted it and nothing confirms it yet. Missing means it has not been addressed at all. Each gap comes with what would close it, so the rep always has the next question to ask.

Who sets the qualification standard?

RevOps owns it, in the Discovery & Qualification memory; Sales leadership owns the Sales Process and Sales Methodology it works inside. Change the standard once and every deal is judged the new way the same day, and win-loss outcomes show whether the criteria still predict wins.

What runs on this assessment?

The Qualification capability, plus Discovery Analysis and Deal Risk. The point of sharing one judgement: the deal a rep calls qualified, the gaps discovery work targets and the risks flagged on that same deal all trace back to one assessment, so the numbers agree.