Case Study — Validated with Real Sales Data

+55.2% revenue from the same pipeline

We analyzed 2,420 meetings and 1,281 deal outcomes from a live sales team. The result: an additional +55.2% in annual revenue — without hiring anyone, changing the product, or increasing ad spend.

For a $10M company, that's $5.5M/year in found revenue.

+55.2%
Combined revenue lift
routing + no-show shielding
80%
Prediction accuracy
5-fold cross-validated
30pp
Close rate gap found
best vs worst rep
28.1%
No-show rate
679 wasted meetings
2,420 meetings analyzed1,281 outcomes tracked by sales team12-month datasetModel trained in 22 seconds
The Problem

Their best closer was getting the same leads as their worst

MedLeague, an EdTech company offering MCAT prep courses, had 5 sales reps using Calendly with round-robin routing. Every prospect was randomly assigned — and nearly one in three never showed up.

RepMeetingsClose RateNo-Show RateSales
Rep M.Best288
61.5%
28.4%177
Rep B.1,312
59.8%
27.3%785
Rep S.267
56.6%
30.0%151
Rep J.394
29.4%
26.9%116
Rep D.Worst159
32.7%
33.3%52
Total2,42052.9%28.1%1,281

30pp close rate gap. Rep M. closes 60.9% of deals. Rep J. closes 30.6%. Rep J. was eventually terminated — but not before handling 394 meetings at half the conversion rate.

679 no-shows per year (28.1% rate). Every rep had a no-show rate above 25%. That's 679 meetings where closers sat idle — each one a calendar slot that could have been a sale.

The Solution

AI-powered routing that protects your best closers

Two layers working together: smart matching and no-show shielding.

80%
Close prediction accuracy
Our model predicts which rep will close a given prospect with 80% accuracy — 15.6pp better than random assignment.
30pp
Close rate gap identified
AI detects underperforming reps and routes their meetings to higher-converting team members — automatically, in real time.
28.1%
No-show rate detected
679 meetings per year were wasted on no-shows. AI predicts who won't show up and shields your best closers from wasted slots.
+55.2%
Combined revenue increase
Smart routing + no-show shielding together — validated against real outcomes. For MedLeague, that's +$150,793/year.

How it works

1Prospect books a meeting through your scheduling page
2AI scores every eligible rep on probability to close this specific prospect
3Predicted no-shows are routed to lower-priority reps, protecting top closers' calendars
4Highest-scoring available rep gets the meeting — seamless to the prospect
5Outcome is tracked. Model retrains automatically. Gets smarter over time
+55.2%
validated revenue lift
$5.5M/yr at $10M revenue
The Impact

What changes when AI controls your routing

Before MeetMatch

30pp
close rate gap — best rep at 60.9%, worst at 30.6%
679
no-shows per year · 28.1% team-wide rate
Every rep above 25% — worst at 33.3%

Round-robin routing treated every rep equally. With a 28.1% no-show rate team-wide, top closers wasted nearly a third of their calendar on prospects that never showed.

With MeetMatch

+55.2%
combined revenue lift
+$150,793/yr for MedLeague
80%
prediction accuracy · 83.9% F1 score

AI routes each prospect to the rep most likely to close, and shields top performers from predicted no-shows. No changes to the pipeline, product, or team size.

The Bottom Line

Same pipeline. Same team. More revenue.

Validated Result
+55.2%
additional revenue per year
MedLeague (4 reps)
+$150,793/yr
At $10M revenue
+$5.5M/yr

Smart routing closes the gap between your best and worst reps. No-show shielding protects your top closers from wasted meetings. Together, they compound into measurable revenue growth.

At Your Scale

What +55% looks like at different revenue levels

Same validated percentages. Your company size. The math is linear — if it works at $273K, it works at $100M.

Annual RevenueSmart Routing (+16.8%)No-Show Shield (+38.4%)Combined (+55.2%)
MedLeague (actual)Validated$45,885$104,880$150,766
$500K$84,000$192,000$276,000
$1M$168,000$384,000$552,000
$5M$840,000$1.9M$2.8M
$10M$1.7M$3.8M$5.5M
$50M$8.4M$19.2M$27.6M
$100M$16.8M$38.4M$55.2M

Projections based on MedLeague's validated +55.2% lift applied linearly. Actual results depend on your team's close rate gap and no-show rate. Use the calculator below to customize.

Methodology

How we calculated these numbers

Every statistic on this page is derived from real data using standard ML validation techniques.

Data source

12 months of scheduling data (2,420 meetings across 5 reps) cross-referenced with 1,281 salesperson-tracked deal outcomes from a live EdTech sales team.

Model validation

5-fold stratified cross-validation with XGBoost. 80% accuracy, 83.9% F1 score. Tested on data the model never saw during training. 15.6pp above random baseline.

Revenue simulation

Counterfactual analysis using Bayesian-smoothed close rates per rep. 679 no-shows identified from salesperson-reported outcomes — not automated tracking.

Conservative assumptions

All percentages use 100% routing (every meeting goes through the system). No-show shielding assumes freed slots are filled from the existing pipeline. No assumptions about pipeline growth.

About the partner

MedLeague provides MCAT prep courses with 99th-percentile instructors, unlimited live access, and lifetime membership for less than half the cost of competitors. Their sales team books thousands of free consultation calls per year through scheduling software — making them an ideal partner for validating AI-driven routing.

Your Numbers

What could MeetMatch do for your team?

Plug in your revenue and team details. We'll project your lift based on our validated results.

Estimate Your Revenue Lift

$10.0M
$500K$100M
10 reps
2200
30pp
5pp (tight)50pp (wide)
28%
2% (low)40% (high)
85,361
meetings/yr
46,948
current deals/yr
23,901
wasted no-shows
Smart routing7887 extra deals
+$1.7M
No-show shielding8126 recovered
+$3.8M
Projected annual gain+$5.5M
Revenue increase+55.1%

Percentages validated with 2,420 real meetings and 1,281 deal outcomes. Routing lift scales with close rate gap. No-show lift scales with your no-show rate.

MeetMatch Pro: $250/mo · 1835x ROI

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