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Forecast Assessment

Forecast Assessment

Commit means something different to every rep who says it. This skill gives each deal a forecast judgement built the same way: a category, a confidence and the evidence for both, judged against your Forecasting, Sales Process and Discovery & Qualification memories. Managers challenge specifics and own the final commit, leaders defend a number they can open down to deal level, and each quarter's actual outcomes retune how the evidence is weighed.

Used across

Sales

Referenced by

Forecasting

Pipeline Review

Deal Risk

Applies

Forecasting

Sales Process

Discovery & Qualification

Forecast Assessment Skill Hero
Forecast Assessment·4 COMMIT DEALS GRADED LOW CONFIDENCE TODAY
Grading Roseway's forecast…
TriggerForecast review · Roseway Logistics · $245K
Live stateReading Deal State · category, close date, history
Applying skillRunning Forecast Assessment v6
Re-weighs category evidence for Roseway's commit
Grades the commit low confidence, reasons attached
Close date slipped twice, category never moved
Paper process unstarted 3 weeks from close
Reference memoryAgainst Forecasting · Sales Process · Discovery/Qualification
ActionConfidence grade written to the deal, reasons attached for the manager
Skill
Forecast Assessment
v6v7
ForecastingRoseway graded low confidence
Pipeline ReviewRoseway confidence recorded
Sales Weekly ReviewRoseway hits the rollup
See all 5 capabilities Run 304 times today
Upgrade proposed
Two date slips demote commit unless new evidence landsv7
All 4 low-confidence grades trace to twice-slipped dates.
Approve upgrade to Forecast Assessment?
The current way > AI added on > AI-native

Commit, best case or gut feel

Forecast accuracy is decided long before the quarter ends, at the moments a category gets set, defended or left alone.

01 | The Current Way

02 | AI Added On

03 | AI-Native

The CRO wants the number on a random Tuesday

The number exists on Fridays

The forecast is assembled for the weekly call from categories reps set days earlier. Between calls, the number is whatever it was last time.

A percentage nobody can question

A predicted 63% arrives with no reasoning attached, so managers trust their own read and the number becomes one more opinion in the room.

A current number, any day it is asked for

The answer is ready whichever day the question comes, mid-quarter included, because every deal carries a current category and evidence.

The forecast call argues the same three deals again

An hour of deal archaeology

Managers quiz reps deal by deal to work out why each commit is a commit. Definitions drift by team, and the hour goes to the loudest deals.

Two forecasts, no way to settle them

The prediction sits beside the rep's category with nothing to decide between them, so the same argument reruns every week from scratch.

Agreement passes, disagreement gets the hour

Deals where the rep's category and the assessed category agree pass in seconds. The hour goes to the gaps, with the evidence on the table.

The decision date slips and the commit stays put

Categories updated when someone remembers

The category moves when the rep next tidies the pipeline or a manager notices. Until then the forecast reports a deal that no longer exists.

The change registers, the question does not

The score dips on the slip, but whether the deal still meets your commit definition is a judgement a probability was never built to make.

Reassessed the day the deal changes

The manager sees the category move the day the date slips, with the updated evidence, and can override it on the spot.

Referenced by

Capabilities that run this skill

Sales

Forecasting

+
SEE HOW IT WORKS

Sales

Pipeline Review

Active
Two deals slipped out of forecast this week
Flagged before the meeting, with what's driving each
One at-risk deal carries a third of the number
Champion's gone quiet; the buyer isn't multi-threaded
Three deals need a next step set today
Sitting idle past the pace of deals that close
+
Your focus list for the review, in priority order
The deals that need you, and what to do on each
Focus list ready before the meeting
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
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How does AI assess sales forecasts?

Deal by deal, against your own definitions. Each deal's current evidence is judged with your Forecasting memory: does it meet the commit bar, what supports that, what is missing and how confident to be. The roll-up becomes a sum of judgements that can each be opened and challenged.

What is the difference between prediction and forecast judgement?

A prediction is a probability learned from past deals; a forecast judgement is a category earned against your definitions, with evidence attached. When a prediction misses there is nothing to interrogate. When a judgement misses, the record shows which evidence misled, and the weighting improves.

Who owns the final number?

Managers do. The skill proposes a category with its evidence; the manager commits, overrides or challenges, and every override is recorded with its reason. Sales leadership owns the forecast definitions, so what commit means is set once and applied to every deal the same way.

Where does the deal-level judgement get used?

Forecasting runs it across the pipeline, Pipeline Review uses it to sort which deals deserve the meeting's time, and Deal Risk reads it when a risk threatens the number. A deal cannot look safe in the review and shaky in the forecast, because both open the same judgement.

What makes the forecast more accurate over time?

Closed quarters. Every judgement is kept and compared with what the deal went on to do, so evidence that kept predicting slips counts for more and evidence that proved hollow counts for less. Each change ships as a new version with the reasoning recorded, approved by sales leadership.