AI-Augmented Customer Insights

Know your customers
like you know
your best friend.

You have customer data. You probably have too much of it. We use AI to turn it into something you can actually act on — segment summaries, lifetime value scores, churn signals, and weekly insights you'll read in 5 minutes. Built on your data. Honest about what AI can and can't do.

AI-Augmented

Realistic, not over-promised

Any source

CRM, eCom, app, custom DB

Weekly briefs

Read in 5 min, every Monday

Free 30-min audit. We connect to your customer data (read-only), find 3 patterns hidden in your top 100 customers, share them on the call.

9:41
Customer Profile
SM

Sarah M.

sarah.m@example.com

CHAMPION

47

Orders

$3,420

LTV

94

Score

AI Insight

Top 5% by lifetime value. Last ordered 3 days ago. Strong reorder pattern. Recommend VIP outreach this month.

30-Day Activity

The Insight

Most Customer Data Is Wasted. Not Yours.

You're collecting it. You're storing it. You're occasionally looking at dashboards. But the real questions are still answered with gut feel.

"

Who are my best customers, really?

Not by single-purchase value. By LTV, retention, advocacy, and category mix. The ones who'll be here in 3 years.

Right now, you guess. We make it knowable.

"

Which customers are about to churn?

They don't unsubscribe — they just stop opening emails, then stop ordering. By the time you notice, they're gone.

Right now, you guess. We make it knowable.

"

What patterns repeat across my best wins?

What did your top 100 customers do in their first 30 days that the bottom 100 didn't? That's a playbook hiding in your data.

Right now, you guess. We make it knowable.

"You don't need a 6-month ML project to answer these. You need AI applied carefully to data you already have. That's what we do."

Six Lenses

Six Ways AI Looks At Your Customers

Each lens answers a different business question. Together, they give you the full picture.

01

Know Your Most Valuable Customers

AI scores every customer on lifetime value and concentration risk. Find the 20% driving 80% — and the dangerous over-dependency hiding inside it.

What You'll Know

  • Which customers are worth $5,000 to you over time vs $50
  • Who your true top 20% are by lifetime value, not just historical spend
  • Whether 'big spenders' are actually profitable after returns and support costs
RFMLTVParetoABC AnalysisMargin-Adjusted CLV
02

Spend Acquisition Budget Smarter

AI matches every customer to the channel that brought them in, then calculates true cost vs lifetime return. Stop wasting ad spend on channels that don't pay back.

What You'll Know

  • Real CAC per channel (Meta vs Google vs Email vs Organic)
  • LTV-to-CAC ratio per channel — which ones are actually profitable
  • Lookalike profiles to find new customers who match your best
CAC by ChannelLTV:CAC RatioMulti-Touch AttributionLookalike Modeling
03

Stop Customers From Leaving Silently

AI watches for early signals of churn — declining engagement, longer order gaps, support friction. Catches at-risk customers 60–90 days before they leave.

What You'll Know

  • Daily-refreshed list of customers showing churn signals
  • Survival curves — exactly when customers tend to drop off
  • Which dormant customers are worth winning back vs letting go
Churn PredictionSurvival AnalysisRetention CurvesReactivation Scoring
04

Understand The Customer Journey

AI maps every customer's path from acquisition through their entire lifecycle — see where they activate, where they stall, where they exit.

What You'll Know

  • Cohort retention by acquisition month — is the business getting healthier or sicker?
  • Time-to-second-purchase — when customers are most likely to come back
  • Onboarding funnel drop-off — where new customers go cold in their first 30 days
Cohort AnalysisLifecycle MappingTime-to-ValueOnboarding Funnel
05

Predict What Comes Next

AI learns from past purchase patterns to surface cross-sell opportunities and predict next-purchase behavior — before customers even ask.

What You'll Know

  • Which products are bought together (basket affinities)
  • Predicted next purchase per customer + when
  • Which customers respond to discounts vs which would have bought anyway
Basket AnalysisNext-Purchase PredictionCross-Sell AffinityDiscount Sensitivity
06

Hear What Customers Are Saying

AI reads thousands of reviews, support tickets, and survey responses to surface themes you'd never spot manually — promoters, detractors, complaint patterns.

What You'll Know

  • NPS distribution — promoters, passives, detractors
  • Top themes across customer feedback (good and bad)
  • Sentiment trend over time — is satisfaction rising or slipping?
NPS AnalysisSentiment AnalysisVoice of CustomerTheme Extraction

Real Decisions

Every Decision This Will Help You Make

Customer Intelligence isn't a dashboard. It's a list of real business decisions you can finally make with confidence.

AI

Know which channel actually makes money

True LTV:CAC ratio per channel — stop overpaying for Meta when Email is doing the work.

Email
5.2x
Google
3.1x
Meta
2.0x
TikTok
0.9x
CACLTV:CACAttribution
AI

Build a VIP program backed by real data

Identify top 20% by margin-adjusted lifetime value — not just gross revenue.

TOP 20%
ParetoRFMLTV
AI

Catch churning customers 90 days early

AI flags drop-off signals before customers go silent.

AT-RISK ZONEDay 0Day 180
Churn PredictionSurvival Curves
AI

Time email campaigns to peak buy intent

Know exactly when each customer is most likely to come back — and land in their inbox then.

M
▼PEAK
T
W
T
F
S
S
Inter-Purchase TimeNext-Purchase Prediction
AI

Stop discounting to people who'd pay full price

Identify discount-dependent customers vs full-price buyers — promote selectively.

DISCOUNT-DEPENDENTFULL-PRICEDiscount %
Discount SensitivityPromotional Lift
AI

Find hidden customer segments worth targeting

AI surfaces behavioral clusters you'd never spot in a dashboard.

ABCD
K-Means ClusteringBehavioral Segmentation
AI

Win back dormant customers worth winning back

Score reactivation likelihood — stop wasting offers on the unreachable.

$340 LTV
WORTH
WIN-BACK
$28 LTV
LET
GO
ReactivationSurvival AnalysisLTV
AI

See the truth in cohort retention

Are your January 2026 customers sticking around longer than January 2025 customers? Diagnose business health.

JanFebMarAprMay
Cohort AnalysisRetention Curves
AI

Build product bundles that actually sell

Find which products are bought together — even ones you'd never have guessed.

AB65% co-purchase
Basket AnalysisCross-Sell Affinity
AI

Recommend the next product before they ask

Predict what each customer will probably buy next, based on similar customers' patterns.

Product A
78%
Product B
52%
Product C
31%
Next-Purchase PredictionCollaborative Filtering
AI

Spot dangerous customer concentration risk

If one customer is 30% of revenue, AI flags it — and suggests how to diversify.

1 customer= 30% revenue⚠ CONCENTRATION RISK
ParetoConcentration Analysis
AI

Know your true cost per customer

Some 'big spenders' lose you money after returns and support. Find out which.

Big A
PROFITABLE
Mid B
BREAK-EVEN
VIP C
LOSING
Margin-Adjusted LTVCustomer Profitability
AI

Cut the time to second purchase

Know exactly when most customers come back for round 2 — and intervene before that window closes.

PEAK INTENT
0–7d
7–14
14–30
30–45
45–60
60–90
90+
Time-to-Second-PurchaseLifecycle Mapping
AI

Find your activation drop-off cliff

See where new customers go cold in their first 30 days — fix the leak.

Sign Up
First Order
Second Order
DROP CLIFF ⚠
Third Order
Onboarding FunnelActivation Analysis
AI

Activate your promoters, fix your detractors

AI segments NPS responses and recommends actions per group.

NPS: +35
55%
25%
20%
-100 ←─────→ +100
NPS AnalysisSentiment Analysis
AI

Read 5,000 reviews in 30 seconds

AI surfaces themes, complaints, and praise across all customer feedback.

shippingqualityfastslowpackagingsizecolor
Voice of CustomerTheme ExtractionNLP
AI

Know which marketing channels are saturating

CAC trending up on a channel? AI flags saturation before you waste another month's budget.

Meta ↑38%Email ↓4%JanMarMay
CAC Trend AnalysisChannel Mix
AI

Find lookalikes of your best customers

AI builds an ideal-customer profile from your top spenders — feed it to ad platforms.

ICP
Lookalike ModelingICP Analysis
AI

See category penetration per customer

Know which customers buy across many categories vs sticking to one — sell deeper.

A
B
C
D
E

5 categories penetrated

Category PenetrationCross-Sell
AI

Map the full customer journey end-to-end

From first-touch to repeat purchase to advocacy — see every step and where it breaks.

AwareTrialFirstRepeatAdvocate
Journey MappingAARRRFunnel Analysis
AI

Score every account's health (B2B)

For B2B businesses — know which accounts are healthy and which are silently drifting before renewal.

78/ 100HEALTH SCORE
Account HealthUsage Intensity
AI

Find expansion-ready accounts (B2B)

Stop pitching upsells to wrong accounts — AI scores expansion readiness.

Acme Co
92 READY
Globex
67 WATCH
Initech
42 WAIT
Expansion ScoringAccount Penetration
AI

Track sentiment trends over time

Is customer satisfaction rising or slipping? See it trend across reviews, tickets, and surveys.

↑17%JanFebMarAprMayJun
Sentiment TrackingNPS Trend
AI

Develop personas grounded in real data

Turn customer data into 4–6 named personas your team can actually picture and build for.

BO
SM
CR
EN

4 personas mapped

Persona DevelopmentBehavioral Clustering
AI

Know which channel actually makes money

True LTV:CAC ratio per channel — stop overpaying for Meta when Email is doing the work.

Email
5.2x
Google
3.1x
Meta
2.0x
TikTok
0.9x
CACLTV:CACAttribution
AI

Build a VIP program backed by real data

Identify top 20% by margin-adjusted lifetime value — not just gross revenue.

TOP 20%
ParetoRFMLTV
AI

Catch churning customers 90 days early

AI flags drop-off signals before customers go silent.

AT-RISK ZONEDay 0Day 180
Churn PredictionSurvival Curves
AI

Time email campaigns to peak buy intent

Know exactly when each customer is most likely to come back — and land in their inbox then.

M
▼PEAK
T
W
T
F
S
S
Inter-Purchase TimeNext-Purchase Prediction
AI

Stop discounting to people who'd pay full price

Identify discount-dependent customers vs full-price buyers — promote selectively.

DISCOUNT-DEPENDENTFULL-PRICEDiscount %
Discount SensitivityPromotional Lift
AI

Find hidden customer segments worth targeting

AI surfaces behavioral clusters you'd never spot in a dashboard.

ABCD
K-Means ClusteringBehavioral Segmentation
AI

Win back dormant customers worth winning back

Score reactivation likelihood — stop wasting offers on the unreachable.

$340 LTV
WORTH
WIN-BACK
$28 LTV
LET
GO
ReactivationSurvival AnalysisLTV
AI

See the truth in cohort retention

Are your January 2026 customers sticking around longer than January 2025 customers? Diagnose business health.

JanFebMarAprMay
Cohort AnalysisRetention Curves
AI

Build product bundles that actually sell

Find which products are bought together — even ones you'd never have guessed.

AB65% co-purchase
Basket AnalysisCross-Sell Affinity
AI

Recommend the next product before they ask

Predict what each customer will probably buy next, based on similar customers' patterns.

Product A
78%
Product B
52%
Product C
31%
Next-Purchase PredictionCollaborative Filtering
AI

Spot dangerous customer concentration risk

If one customer is 30% of revenue, AI flags it — and suggests how to diversify.

1 customer= 30% revenue⚠ CONCENTRATION RISK
ParetoConcentration Analysis
AI

Know your true cost per customer

Some 'big spenders' lose you money after returns and support. Find out which.

Big A
PROFITABLE
Mid B
BREAK-EVEN
VIP C
LOSING
Margin-Adjusted LTVCustomer Profitability
AI

Cut the time to second purchase

Know exactly when most customers come back for round 2 — and intervene before that window closes.

PEAK INTENT
0–7d
7–14
14–30
30–45
45–60
60–90
90+
Time-to-Second-PurchaseLifecycle Mapping
AI

Find your activation drop-off cliff

See where new customers go cold in their first 30 days — fix the leak.

Sign Up
First Order
Second Order
DROP CLIFF ⚠
Third Order
Onboarding FunnelActivation Analysis
AI

Activate your promoters, fix your detractors

AI segments NPS responses and recommends actions per group.

NPS: +35
55%
25%
20%
-100 ←─────→ +100
NPS AnalysisSentiment Analysis
AI

Read 5,000 reviews in 30 seconds

AI surfaces themes, complaints, and praise across all customer feedback.

shippingqualityfastslowpackagingsizecolor
Voice of CustomerTheme ExtractionNLP
AI

Know which marketing channels are saturating

CAC trending up on a channel? AI flags saturation before you waste another month's budget.

Meta ↑38%Email ↓4%JanMarMay
CAC Trend AnalysisChannel Mix
AI

Find lookalikes of your best customers

AI builds an ideal-customer profile from your top spenders — feed it to ad platforms.

ICP
Lookalike ModelingICP Analysis
AI

See category penetration per customer

Know which customers buy across many categories vs sticking to one — sell deeper.

A
B
C
D
E

5 categories penetrated

Category PenetrationCross-Sell
AI

Map the full customer journey end-to-end

From first-touch to repeat purchase to advocacy — see every step and where it breaks.

AwareTrialFirstRepeatAdvocate
Journey MappingAARRRFunnel Analysis
AI

Score every account's health (B2B)

For B2B businesses — know which accounts are healthy and which are silently drifting before renewal.

78/ 100HEALTH SCORE
Account HealthUsage Intensity
AI

Find expansion-ready accounts (B2B)

Stop pitching upsells to wrong accounts — AI scores expansion readiness.

Acme Co
92 READY
Globex
67 WATCH
Initech
42 WAIT
Expansion ScoringAccount Penetration
AI

Track sentiment trends over time

Is customer satisfaction rising or slipping? See it trend across reviews, tickets, and surveys.

↑17%JanFebMarAprMayJun
Sentiment TrackingNPS Trend
AI

Develop personas grounded in real data

Turn customer data into 4–6 named personas your team can actually picture and build for.

BO
SM
CR
EN

4 personas mapped

Persona DevelopmentBehavioral Clustering

These are decisions you make every week. We make them data-driven instead of gut-driven.

We're Honest

What This Is Not

Customer AI is hyped to the point of disbelief. We'd rather tell you upfront what we don't promise — so you can decide if our scope is right.

AI-Augmented, Not AI-Magic

What We Don't Promise

We don't promise PhD-level predictive models.

We use modern LLMs (Claude, GPT-4) and rule-based statistical methods to give you useful, actionable insights — not enterprise-grade ML production. If you need real-time fraud detection or recommendation engines at Amazon scale, that's a different product class. We'd refer you out.

What We Don't Promise

We don't promise to predict the future.

We score CURRENT customers based on patterns in PAST data. We surface signals — at-risk, high-LTV, dormant. We do NOT predict next quarter's revenue, model market shifts, or do macroeconomic forecasting. Those are different problems.

What We Don't Promise

We don't promise to replace your judgment.

AI surfaces patterns. Humans make decisions. The weekly brief gives you signals — what to investigate, who to reach out to, where to invest attention. The actual decisions stay yours. AI augments your team. It doesn't replace them.

"We'd rather you sign up understanding what you're getting than oversell and lose your trust later."

Is This Right for You?

We're upfront about who this serves best.

✓ Great Fit

Businesses With Customer Data Worth Studying

Where there's enough data to find patterns and enough revenue at stake to act on them.

  • Businesses with 1,000+ customer records and 12+ months of history
  • Marketing/growth leaders frustrated with surface-level dashboards
  • D2C brands, SaaS startups, subscription businesses, B2B with repeat customers
  • Teams without a full-time data analyst or data scientist
  • Organizations comfortable owning a custom AI layer
✕ Not the Right Fit

When This Isn't The Right Service

  • Brand-new businesses under 1,000 customers — not enough data signal
  • Enterprises needing real-time recommendation engines at Amazon scale (different product)
  • Companies whose 'customers' are one-time transactions with no relationship (e.g., one-time event tickets)
  • Teams looking for AI that replaces human judgment — we augment, we don't replace

Common Questions

What every team asks before signing up.

Want to Know What Your Customers Aren't Telling You?

Free 30-min audit. We connect to your customer data (read-only), find 3 patterns hidden in your top 100 customers, share them on the call. Yours to keep.

Where does customer data live?

We respond within 24 hours. Free audit. No commitment.