Monitoring Metric · Recommendation Intelligence Layer

Recommendation Velocity

The rate of change in a brand's AI Commerce Score and Recommendation Share over time.

Category Monitoring MetricMeasures Rate of changeRelated AI Commerce Score

A score is a photo.
Velocity is the movie.

Brand A
↘ -2.3/month
72
Brand B
↗ +6.4/month
58
The winner changed before the score did.
What Is It

Direction beats position.

Recommendation Velocity measures how quickly a brand's AI Commerce Score and Recommendation Share are changing over time. Positive velocity means the brand is becoming more visible. Negative velocity means competitors are gaining ground.

Why AI Cares

A static score tells you where you are. Velocity tells you which direction you are heading. A brand at 55 with positive velocity of plus 8 per month will overtake a brand at 68 with negative velocity, often sooner than anyone expects.

Example

In January a fashion brand scores 48. In March it scores 61. Recommendation Velocity is plus 6.5 per month. It will reach Moderate Confidence within two months at this pace.

Section 2

Snapshots lie.

Two brands, three photographs each. One brand stands still. The other climbs. Velocity is immediately visible.

Standing still
January58
March58
June58
Climbing
January48
March55
June66
Section 3 · The Best Part

Watch the overtake.

Not a chart. A road. Brand A starts ahead. Brand B starts behind, but accelerating.

Brand A · 72, slowing
A
Brand B · 58, accelerating
B
OVERTAKE
Section 4

Velocity Dashboard.

AI Commerce Score
↗ +4
Recommendation Share
↗ +7
Recommendation Confidence
↗ +3
Coverage
↗ +6
Recommendation Velocity
STRONG POSITIVE
Section 5

Momentum.

Visibility compounds.
Section 6

Climbing the AI landscape.

One brand climbs steadily toward High Confidence. Another stalls near Invisible. That gap is velocity, not position.

High Confidence
Moderate
Low Confidence
Invisible
Section 7

Positive vs negative.

Positive Velocity · This Month
+7
AI mentions increasing
Coverage expanding
Recommendation Share growing
Negative Velocity · This Month
-4
Competitors gaining
Coverage shrinking
Ranking slipping
Section 8

Compounding.

Growth is not linear. Each month builds on the last.

+2
+4
+7
+10
Momentum
Section 9

Velocity Timeline.

Jan
Feb▲▲
Mar▲▲▲
Apr▲▲▲▲
May▲▲▲▲▲
Section 10

Why velocity changes.

Click each fix to see what it adds to Recommendation Velocity.

Recommendation Velocity
+0
WOW Moment

The Race.

Brand A · ahead, slow
🚘
Brand B · behind, fast
🏎
Velocity beats position.
Second WOW Moment

AI Weather Forecast.

Current Velocity
+6/month
30 Days
68
60 Days
74
90 Days
81
Third WOW Moment

Momentum Meter.

NegativePositive
+7
Current
Your current score tells you where you are.
Recommendation Velocity tells you where you'll be.
FAQ

Questions about Recommendation Velocity

What is Recommendation Velocity?
Recommendation Velocity measures how quickly a brand's AI Commerce Score and Recommendation Share are changing over time. Positive velocity means the brand is becoming more visible to AI. Negative velocity means competitors are gaining ground.
Why does velocity matter more than the score itself?
A score is a snapshot. Velocity is the direction. A brand at 55 with velocity of plus 8 per month will overtake a brand at 68 with velocity of minus 3 per month, often within weeks. Position tells you where you are, velocity tells you where you are heading.
How is Recommendation Velocity calculated?
It tracks the rate of change across AI Commerce Score, Recommendation Share, Recommendation Confidence, and Coverage over a rolling monthly window, then expresses the combined trend as a single directional read: strong positive, positive, flat, or negative.
Can velocity turn negative even with a high score?
Yes. A brand can sit at a high score today while competitors close the gap faster than it grows. Velocity catches that decline early, before the score itself reflects the loss.
What actions move velocity the fastest?
Structural fixes that unlock new AI visibility tend to move fastest: adding FAQ schema, improving structured data, and expanding verified reviews. Each shows up as a measurable step change in Recommendation Velocity within weeks.

Find out which direction your store is heading.

Not where you rank today. Where you're trending.

Get a free AI Commerce Score first, then track Recommendation Velocity monthly to see whether you're gaining ground on competitors or losing it.

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