Velocity Mechanics
Core Premise: Time kills deals. The longer an opportunity sits, the less likely it closes. Velocity is not just a speed metric. It is a probability signal. Deals that exceed their Days-in-Stage Threshold are dying.
The Time Variable
Every deal has a clock.
From the moment an opportunity enters pipeline, time is working against it. Buyer priorities shift. Champions change roles. Budgets get reallocated. Competitors engage.
Time is not neutral. It is a force that decays probability.
Most pipeline analysis ignores this force. Deals are weighted by stage, not by age. A deal in Stage 4 for 90 days is counted the same as a deal in Stage 4 that entered yesterday.
They are not identical. The 90-day deal is dying.
The Velocity Decay Rate
When deals exceed their expected time in a stage, their probability of closing drops.
For every week a deal exceeds the average time in its stage, close probability decreases by 5-8%.
Consider a deal in Stage 4, which historically converts at 70%:
- Average time in Stage 4: 15 days
- Deal at 14 days: Probability remains ~70%
- Deal at 30 days (15 days over): Probability drops to ~55-60%
- Deal at 45 days (30 days over): Probability drops to ~40-45%
The CRM says 70%. The physics say 40%.
Days-in-Stage Threshold
The Days-in-Stage Threshold is the time limit after which a deal's probability drops precipitously.
Calculating Your Thresholds
- Measure historical stage duration for deals that advanced
- Set threshold at 1.5x to 2x average duration
- Apply steeper decay rates for late-stage deals
| Stage | Average Duration | Threshold | Decay Rate Beyond |
|---|---|---|---|
| Stage 1 | 7 days | 14 days | 6%/week |
| Stage 2 | 12 days | 24 days | 5%/week |
| Stage 3 | 15 days | 28 days | 7%/week |
| Stage 4 | 18 days | 32 days | 8%/week |
| Stage 5 | 14 days | 25 days | 10%/week |
The 90-Day Rule
Across most B2B segments, deals older than 90 days have dramatically lower close rates.
A deal in pipeline for 3 months without closing is unlikely to close in its current form.
You need a new entry point: a new champion, a new event, a new angle. The old opportunity should be closed-lost or archived.
Velocity-Adjusted Forecasting
Adjusted Probability = Base Probability × Velocity Factor
Example: Deal in Stage 4, 45 days (13 days over 32-day threshold) - Base probability: 70% - Velocity Factor: 1 - (2 weeks × 0.08) = 0.84 - Adjusted probability: 70% × 0.84 = 59%
The deal that CRM calls 70% is actually 59%.
Case Study: The Velocity Wake-Up
A Remotir client ($8M ARR) had $18M pipeline with 3.2x coverage.
Velocity analysis revealed: - More than half the pipeline was over 60 days old - The average sales cycle was 45 days - Velocity-adjusted pipeline: $5.2M (not $7.8M weighted)
After implementing velocity thresholds: - Pipeline reduced from $18M to $11M (zombie deals archived) - Forecast accuracy improved from 62% to 88% - Average sales cycle decreased 12%
The company did not have $18M in pipeline. They had $11M in pipeline and $7M in wishful thinking.