Platform/Customer Insight Lab
Customer insight and engagement
Customer Insight Lab

Every customer question. One workbench.

From segmentation to brand equity, explore 40 analysis methods across Customers, Loyalty, Behavior, and Strategy.

SegmentationChurn PredictionRFMBrand FunnelConjoint
40
Analysis Methods
4
Business Sections
11
Categories
AI
Auto Interpretation

Your customers — do you really know them?

01Do you really know who your best customers are?
02Do you know which customers are leaving — and why?
03Can you actually see how customers behave?
04Deciding what to sell and at what price — by gut?

Customer Insight Lab turns scattered customer data into decisions.

01 · CUSTOMERS

Who are your customers?

Segment your customers, measure their value, and build detailed profiles.

Identify distinct customer groups with LCA segmentation, build AI-generated personas, and quantify every segment's economic value with CLV/LTV, CAC vs LTV, and profit migration analysis.

SUMMARY

5 distinct segments identified

LCA segmentation · 2,847 customers · RFM-based

Average CLV

$538

Across all segments

Top Segment

28%

Champions

At-Risk

18%

Require action

LTV:CAC

3.4×

Average ratio

Customer Segments · Share

Champions
28%
Loyal
22%
At Risk
18%
New
18%
Lost
14%

CLV vs CAC by Segment

SegmentAvg CLVCACLTV:CAC
Champions$1,240$1806.9×
Loyal$840$1605.3×
At Risk$320$1552.1×
New$210$1651.3×
Lost$80$1550.5×

PERSONA PROFILES

One card per segment

AI-generated from behavioral and demographic patterns

Steady Regulars
33%

low recency days · 199

lifetime value942
frequency14.27
Bargain Browsers
30%

low avg order value · 179

lifetime value317
frequency5.95
Premium Loyalists
21%

high lifetime value · high frequency · 126

lifetime value2.4K
frequency27.69
At-Risk
16%

high recency days · 96

lifetime value494
frequency3.99

02 · LOYALTY

Why do they stay or leave?

Measure satisfaction, predict churn, and understand why customers leave.

Track NPS, CSAT, and CES in one dashboard. Predict which customers will churn before they do. Analyze open-ended feedback with sentiment analysis, topic modeling, and complaint detection.

NPS Score

+42

industry avg +28

CSAT

78%

satisfied

Churn Rate

8.3%

monthly

Win-back

22%

success rate

Cohort Retention Heatmap

Cohort
M0
M1
M2
M3
M4
Jan
100%
72%
61%
55%
51%
Feb
100%
68%
58%
52%
Mar
100%
75%
64%
Apr
100%
70%

Churn Risk Distribution

ML model · 30-day prediction window

High risk
18%
18%
Medium risk
24%
24%
Low risk
58%
58%

⚠ 512 customers flagged as high risk

Recommended: Win-back campaign + Next Best Action

PER-SEGMENT BREAKDOWN

Mean CSAT, top-box & bottom-box

The aggregate score often hides segment-level deterioration

SegmentNMeanTop-boxBottom-box
VIP1594.2043%0%
Regular5383.9428%0%
New1863.6116%1%
At Risk1173.017%3%

03 · BEHAVIOR

How do your customers behave?

Track the customer journey, identify drop-off points, and understand channel preferences.

Follow customers from first touch to repeat purchase with RFM analysis, basket analysis, and drop-off funnels. Understand where they prefer to engage — store, online, or mobile.

Avg Frequency

3.2×

purchases/mo

Cart Abandon

66%

of carts

Online Share

62%

vs in-store 38%

Basket Size

$84

avg order value

Drop-off Funnel

Visit100%
100%
Browse68%CVR 68.0%
68%
Cart34%CVR 50.0%
34%
Checkout18%CVR 52.9%
18%
Purchase12%CVR 66.7%
12%

RFM Score Distribution

R score
12%
22%
35%
26%
F score
18%
25%
28%
20%
M score
20%
32%
28%
12%
1 (Low)2345 (High)

STAGE DETAILS

Users per stage & drop from previous

Late large-percentage drops are usually easier to fix

StepStageUsers% of startDrop
1completed_purchase260100.0%
2payment_step314120.8%-20.8%
3started_checkout390150.0%-24.2%
4added_to_cart535205.8%-37.2%
5viewed_product1,224470.8%-128.8%
6visited2,000769.2%-63.4%

04 · STRATEGY

What to sell and at what price?

Optimize pricing, model customer choices, and track brand health.

Find the optimal price point with Van Westendorp and Gabor-Granger. Model customer choices with Conjoint, MaxDiff, and AHP. Track brand health from awareness to advocacy with the brand funnel.

Optimal Price

$32

Van Westendorp

Awareness

82%

brand funnel

Advocacy

14%

promoters

Top Attribute

Cost

conjoint

Brand Funnel

Awareness
82%
82%
Consideration
61%
61%
Trial
38%
38%
Repeat
24%
24%
Advocacy
14%
14%

Price Sensitivity · Van Westendorp

Optimal price point: $32

$32$10$20$30$40$50$60
Too expensiveToo cheapAcceptable

PRICE POINTS AND MEANING

Each price point answers a different pricing question

PMC and PME bracket the acceptable range

PointPriceMeaning
PMC (Point of Marginal Cheapness)$20.00Lower acceptable bound — below this, quality concerns dominate
OPP (Optimal Price Point)$22.77"Too cheap" pressure equals "too expensive" pressure — least rejection
IPP (Indifference Price Point)$20.00Equal share consider it cheap and expensive — typical perceived market price
PME (Point of Marginal Expensiveness)$22.77Upper acceptable bound — above this, affordability concerns dominate

ALL IN ONE LAB

Everything Customer Insight Lab does.

40 methods across Customers, Loyalty, Behavior, and Strategy.

Segmentation

Customer segments, LCA segmentation, and data-driven personas.

Customer value

CLV / LTV, CAC vs LTV, high-value & profit segments, value migration.

Satisfaction

Satisfaction dashboard with CSAT and CES detail.

Retention & churn

Churn prediction, cohort retention, lifecycle, win-back, next best action.

Voice of Customer

Sentiment analysis, topic modeling, review insights, complaint detection.

Behavior

Journey, repeat purchase, frequency, RFM, basket, drop-off funnel.

Experience

Store vs online, channel preference, touchpoints, service-delay impact.

Pricing

Price Sensitivity Meter, Gabor-Granger, optimal price finder.

Choice modeling

Conjoint, MaxDiff, AHP, and a market-share simulator.

Brand

Brand funnel, perception map, and brand-equity tracker.

Auto interpretation

Every analysis comes with a plain-language AI reading of the result.

One workbench

40 methods across 4 sections — no switching tools, no re-uploading.

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40 analysis methods