Sample generated output from a fictional HubSpot pipeline. Quarterdeck is read-only and never modifies CRM data. Send a deals CSV and get a written 48-hour Forecast Defense Audit. No call or integration required. Get Free Forecast Defense Audit ->

Quarterdeck - Forecast Defense Audit

Lumen Labs

Snapshot as of August 10, 2026

Quarterdeck AI

Read-only

Generated August 10, 2026

Fictional fixture

Source

Fictional HubSpot-shaped fixture

As of

August 10, 2026

Scope

42 open deals

Selection

Top 5 by deterministic deal risk score

Pipeline

$496K

Report ID

QDK-LUMEN-2026-08-10

Current evidence

Quarterdeck reviewed 42 open deals in the fixed sample snapshot dated August 10, 2026. The deterministic engine found 37 deals with current evidence exceptions; the highest-priority items below are for human review, not automatic forecast decisions.

5 deals deserve review.

These are the highest-priority exceptions from the 42 open deals in scope.

Pipeline trust context

68 /100

Board readiness (amber); hygiene 68/100 and health 67/100. Deterministic evidence summary, not a forecast probability.

Current findings

Stale 45+ days

21 open deals

$240K of recorded pipeline is affected.

Past close date

14 open deals

$126K of recorded pipeline is affected.

Missing owner

6 open deals

$48K of recorded pipeline is affected.

Stuck in stage

27 open deals

$288K of recorded pipeline is affected.

Stale 21+ days

16 open deals

$76K of recorded pipeline is affected.

Missing close date

12 open deals

$56K of recorded pipeline is affected.

Missing deal value

8 open deals

Not counted in the pipeline total, because they carry no recorded value.

Closing soon, at risk

1 open deal

$86K of recorded pipeline is affected.

No next step

30 open deals

$253K of recorded pipeline is affected.

Needs attention

Ranked by deterministic deal risk score and evidence exceptions.

Showing 5 of 42 open deals

#1Risk 58critical

Vertex Media — Upsell

$9K · Proposal · S. Kimura

Why this deal

Past close date (still open); No activity 45+ days; Stuck in stage 30+ days; No next step defined

Impact

$9K of open pipeline has 4 current evidence exceptions.

Action

Ask whether this deal is still forecast-relevant — a stale close date overstates the forecast.

Evidence

Past close date (still open): 10 days overdueNo activity 45+ days: 50 days since activityStuck in stage 30+ days: 36 days with no field updateNo next step defined: No next step recorded
#2Risk 58critical

Orion Foods — Renewal

$9K · Proposal · J. Reyes

Why this deal

Past close date (still open); No activity 45+ days; Stuck in stage 30+ days; No next step defined

Impact

$9K of open pipeline has 4 current evidence exceptions.

Action

Ask whether this deal is still forecast-relevant — a stale close date overstates the forecast.

Evidence

Past close date (still open): 18 days overdueNo activity 45+ days: 54 days since activityStuck in stage 30+ days: 38 days with no field updateNo next step defined: No next step recorded
#3Risk 58critical

Beacon Freight — Platform

$9K · Proposal · B. Chen

Why this deal

Past close date (still open); No activity 45+ days; Stuck in stage 30+ days; No next step defined

Impact

$9K of open pipeline has 4 current evidence exceptions.

Action

Ask whether this deal is still forecast-relevant — a stale close date overstates the forecast.

Evidence

Past close date (still open): 26 days overdueNo activity 45+ days: 58 days since activityStuck in stage 30+ days: 40 days with no field updateNo next step defined: No next step recorded
#4Risk 58critical

Pioneer Health — Renewal

$9K · Proposal · S. Kimura

Why this deal

Past close date (still open); No activity 45+ days; Stuck in stage 30+ days; No next step defined

Impact

$9K of open pipeline has 4 current evidence exceptions.

Action

Ask whether this deal is still forecast-relevant — a stale close date overstates the forecast.

Evidence

Past close date (still open): 34 days overdueNo activity 45+ days: 62 days since activityStuck in stage 30+ days: 42 days with no field updateNo next step defined: No next step recorded
#5Risk 58critical

Harbor Systems — New business

$9K · Proposal · J. Reyes

Why this deal

Past close date (still open); No activity 45+ days; Stuck in stage 30+ days; No next step defined

Impact

$9K of open pipeline has 4 current evidence exceptions.

Action

Ask whether this deal is still forecast-relevant — a stale close date overstates the forecast.

Evidence

Past close date (still open): 42 days overdueNo activity 45+ days: 66 days since activityStuck in stage 30+ days: 44 days with no field updateNo next step defined: No next step recorded

Worth knowing, not worrying about

  • 37 of 42 deals have at least one current evidence exception.
  • Northwind Systems — Platform expansion is 28.2% of pipeline, below the unchanged 30% concentration-warning threshold, so the engine does not flag it.
  • Exact stage-entry timestamps are unavailable; stage-duration context uses an evidence-labeled lastModifiedAt proxy only when notes activity is independently stale.
  • This fixture has no prior snapshot, so the audit does not claim close-date moves, repeated slips, stage regressions, or amount changes.

Forecast / trust context

Pipeline trust is 68/100 (amber). This is not a probability that the forecast will be correct; it is a deterministic summary of evidence quality.

  • Pipeline coverage 1.4× (target: 3×)
  • 48% of deals have all required fields
  • Top 3 deals = 48% of pipeline
  • 41 critical flags emitted; 37 distinct deals have at least one flag.

What Quarterdeck is and is not

Quarterdeck is a read-only HubSpot attention layer. It identifies exceptions that deserve human judgment and explains why each one surfaced.

It does not submit forecasts or claim a deal will close. If evidence is insufficient, it says so.

How this was produced

This public sample is generated from a deterministic fictional HubSpot-shaped fixture at a fixed as-of instant. It mirrors the structure of a real generated brief; AI may summarize verified facts, but does not calculate pipeline or invent CRM evidence.

Lumen Labs and the deal names are illustrative.

Shareable sample: app.kpappworx.com/sample-audit

Get a written 48-hour Forecast Defense Audit on your deals

Send a HubSpot deals CSV. I'll return a written audit showing evidence gaps and the deals that deserve review. No call, OAuth, or integration required.

HubSpot deals CSV Written in 48 hours No call or integration