Discovery & Qualification
One definition of what must be understood and evidenced before an opportunity is real: the questions worth asking, the standard of proof, and what counts as a gap. Held as your GTM system's memory rather than a set of fields, so qualification is a judgement the whole system applies and improves.
The moments qualification decides, and what it is deciding on
Qualification is a claim that a deal is real. Follow the claim through these three columns and it either rests on evidence someone can point to, or on a form that got completed because it was sitting there empty.
01 | The Current Way
02 | AI Added On
03 | AI-Native
A discovery call ends
Notes, in a doc, somewhere
What was learned lives in one rep's notebook, in their words, at their level of detail.
Fields filled from a transcript
The transcript-extraction tool populates the framework. Extraction is not qualification: it records answers without judging whether they are good enough.
Tested against the standard
What was said is checked against your evidence standard, and what is still unproven is named while there is time to go back and ask.
A deal gets qualified
Whoever is optimistic
Two reps with the same information reach different conclusions, and both are defensible.
Complete, not qualified
Every box is ticked and the deal still is not real. Completeness was measured, sufficiency was not.
Qualified on evidence
The deal passes when the approved criteria are evidenced, and every judgement cites the evidence it rests on.
A manager reviews a deal
Asking it all again
The review re-runs discovery because there is no shared record of what was established.
A summary of the same gap
The recap says budget came up on the call. It cannot tell the manager whether budget was actually confirmed, or only mentioned in passing.
The gap is named
The review opens with what is still unproven, for example no confirmed economic buyer, and gives the rep the exact question to ask on the next call.
The forecast gets built
Commit on checkbox hygiene
The roll-up trusts a field marked 'champion confirmed', with no record of why the rep believes that is true.
Confident, still wrong
The forecast rolls the 'champion confirmed' field into a clean number. It has no way to judge whether that confirmation is solid or just a box someone ticked.
Weighted by what is proven
Deals carry the evidence behind their qualification, so the roll-up distinguishes a proven deal from a hopeful one.
The criteria stop predicting wins
The framework outlives its use
Criteria adopted years ago stay in place, predicting nothing, because no one owns testing them.
Faster at the wrong bar
The qualification tool scores more deals against a standard nobody has checked against outcomes.
Won and lost deals retune it
Outcome data shows which criteria actually separate wins from losses. RevOps reviews the revised standard before it changes what counts as qualified.
Capabilities that reason with this memory
Sales
Qualification
Sales
Meeting Prep
Sales
Deal Health
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The system tests evidence against a standard you approved. It reads what was established in meetings and activity, compares it to your qualification criteria, and reports what is proven, what is assumed and what is missing.
No, and the difference matters. Extraction records what was said into fields. Qualification judges whether that is sufficient, against a company-specific standard of evidence. A fully populated framework can still describe a deal that is not real.
By comparing what is evidenced against what your criteria require, then naming the difference in terms someone can act on: which question was never asked, which role never confirmed, which claim has no proof behind it.
It makes it more consistent, which is different. The standard is explicit rather than implied, so two reps reach the same conclusion from the same evidence, and a manager can see why. Exceptions stay possible. They become visible instead of disappearing.
Won and lost deals reveal which criteria actually predicted the outcome and which were ceremony that never mattered. That evidence feeds directly into the standard: RevOps reviews what the data shows and updates which criteria count as qualifying before the next cohort of deals is judged against them.