AI marketing analytics platform

Marketing Analytics That Connects Spend to Retention, LTV, and Revenue

DriveMetaData unifies ad spend, attribution, product events, cohorts, fraud quality, journeys, and CRM revenue into one AI-powered workspace for ROAS, CAC, payback, retention, and activation decisions.

ROAS by retained cohort
Fraud-adjusted LTV
CAC payback windows
Activation-ready audiences
app.drivemetadata.com / analytics/marketing-pnl-cockpit
Marketing P&L cockpit
Spend to payback, retention, and LTV
$2.1M
spend
4.6x
clean ROAS
39d
payback
Campaign-to-LTV journey
Signup64%
Step 2 from click to revenue
Onboard42%
Step 3 from click to revenue
Activate31%
Step 4 from click to revenue
Revenue18%
Step 5 from click to revenue
AI diagnosis: cheap conversions lose value after activation when fraud quality and onboarding depth are included in CAC payback.
AI analyst action
Shift 12% spend to cohorts with faster payback and cleaner D30 retention.
LTV upside+22%
CAC payback39d
Fraud quality94%
Metric dictionary
ROAS
CAC
Payback
Fraud-adjusted LTV
$184
retained value per clean cohort
ROAS dashboard
Meta4.1x
Google5.0x
Next action
Create high-LTV audience
Sync to activation and suppress low-quality lookalikes.
The marketing analytics problem

Turn Conflicting Reports Into One Revenue Decision

DriveMetaData removes the meeting-room debate by showing each team's metric, the hidden risk behind it, and the action marketing can safely take next.

app.drivemetadata.com / analytics/revenue-truth-board
Ad platforms
Current claim
ROAS looks efficient
Over-crediting weak conversions
CRM
Current claim
Revenue is lower
Campaigns missing retained value
Finance
Current claim
Payback is unclear
Budget decisions lack proof
Product
Current claim
D7 retention is dropping
Cheap cohorts hiding churn
DriveMetaData answer
One revenue-led view ties spend, attribution, identity, fraud quality, cohorts, journeys, activation, and CRM revenue together before the decision is made.
Decision path marketers can follow
Four moves replace six disconnected reports.
1
Normalize
Spend, events, revenue, and attribution
2
Qualify
Fraud quality, identity, and cohort health
3
Explain
Why CAC, ROAS, retention, or LTV moved
4
Act
Budget, audience, journey, or suppression move
Marketing P&L cockpit

See Spend, Payback, Retention, and LTV in One CMO View

Give growth, finance, and analytics leaders a single cockpit for media spend, first-party revenue, CAC payback, fraud-adjusted ROAS, cohort quality, and the next action to take.

app.drivemetadata.com / analytics/marketing-pnl-cockpit
$2.1M
media spend
4.6x
clean ROAS
39d
CAC payback
$184
retained LTV
W1
76%
retained
W4
$82
LTV
Spend
Meta, Google, TikTok, ASA
Attribution
Click, install, web, app, offline
Product events
Signup, onboarding, activation, purchase
Revenue
CRM, commerce, subscription, refunds
Quality
Fraud score, identity confidence, cohort health
Activation
Audience, suppression, journey, warehouse sync
Campaign quality beyond the click

Analyze the Whole Journey From CPA Spike to Retained Revenue

Compress funnel, cohort, retention, LTV, and marketer KPI analytics into one workflow that explains whether a campaign produced quality customers or only cheap conversions.

app.drivemetadata.com / analytics/campaign-quality-map
Signup64%
Step 2 from click to revenue
Onboard42%
Step 3 from click to revenue
Activate31%
Step 4 from click to revenue
Revenue18%
Step 5 from click to revenue
AI diagnosis: cheap conversions lose value after activation when fraud quality and onboarding depth are included in CAC payback.
CPA spike

Trace cost change to creative fatigue, low-quality source mix, or delayed conversion.

Funnel leak

See where paid cohorts fall from click to signup, activation, purchase, and renewal.

LTV cohort

Compare retained revenue by campaign, audience, source, and fraud quality.

Churn risk

Detect cohorts with good acquisition economics but weak D7 or D30 retention.

Campaign quality

Rank channels by payback, repeat purchase, clean traffic, and retained revenue.

Next action

Move budget, suppress waste, create audiences, or trigger lifecycle journeys.

Click to retained revenue

Follow One Acquisition Source All the Way to Payback

Trace each campaign from the first click through identity resolution, fraud quality, product activation, revenue, retention, LTV forecast, and the audience or budget action that follows.

1. Click captured2. Identity resolved3. Fraud quality scored4. Product activation measured5. Revenue joined6. Retention tracked7. LTV forecasted8. Audience action created
app.drivemetadata.com / analytics/click-to-retained-revenue
Meta Lookalike Cohort 14
Strong signup rate, lower D7 retention, positive payback only after WhatsApp onboarding recovery.
W1
76%
retained
W4
$82
LTV
AI analyst for growth teams

Ask the Questions Marketers Bring to the Budget Review

Instead of scanning dashboards, teams can ask a business question and see the answer, proof, and next action in one compact workflow.

app.drivemetadata.com / ai-analytics/growth-analyst-console
CAC spike
Why did paid social CAC rise?
$186K waste exposed
Payback delay
Which cohorts are not paying back?
39 day window
LTV winner
Which campaign creates retained revenue?
4.6x clean ROAS
Next move
What should marketing do now?
12% budget shift
AI answer
CAC rose because paid social expanded into a lower-quality source mix.
Signal
Prospecting spend rose 21%
Quality
Source 14 has low retention and click spam
Revenue
D30 value trails clean cohorts by 18%
Action
Suppress, reallocate, and trigger onboarding recovery
Recommended move
Reallocate budget, suppress risky traffic, and launch an onboarding recovery journey for clean high-intent cohorts.
Enterprise metric trust

Create a Metric Contract Every Team Can Trust

Replace metric debates with a shared operating language for marketing, finance, product, analytics, and lifecycle teams.

Marketing metric OS
Ownership, definition, lineage, and access in one place.
CMOCFOGrowthProductAnalytics
ROAS
Owner: CMO + Finance
Revenue after attribution, refunds, and fraud filters
CAC
Owner: Growth
Spend divided by qualified customers, not raw leads
Payback
Owner: Finance
Days until retained revenue clears acquisition cost
LTV
Owner: Analytics
Observed and forecast value by cohort quality
Retention
Owner: Product
D1, D7, D30, renewal, and repeat purchase curves
Lineage visible
Every metric shows sources and filters
Access governed
Role-based dashboards by team
Definitions locked
ROAS, CAC, LTV, and payback stay stable
Attribution-connected differentiation

Make Analytics Stronger Than Standalone BI Dashboards

DriveMetaData keeps analytics connected to measurement, mobile attribution, CDP, identity resolution, fraud detection, campaign intelligence, journey builder, data pipelines, and activation.

MeasurementMobile AttributionCDPIdentity ResolutionFraud DetectionCampaign IntelligenceJourney BuilderData PipelinesActivation
app.drivemetadata.com / analytics/connected-growth-system
1
Spend
trusted signal
2
Attribution
trusted signal
3
Identity
trusted signal
4
Fraud Quality
trusted signal
5
Product Events
trusted signal
6
Revenue
trusted signal
7
Action
trusted signal
Attribution-connected

Every dashboard keeps source, touchpoint, and confidence context attached.

Fraud-adjusted

Cohorts, ROAS, CAC, and LTV can exclude invalid traffic and fake demand.

Activation-ready

Insights become audiences, suppression rules, journeys, exports, and budget moves.

Finance-ready

Metric definitions, lineage, and revenue joins are visible to business teams.

app.drivemetadata.com / analytics/insight-to-activation
Insight detected
Meta Lookalike Cohort 14 converts early but loses D7 retention.
1
Move budget
Shift 12% to clean high-LTV cohorts
2
Create audience
Build high-intent payback segment
3
Suppress waste
Exclude low-quality paid sources
4
Trigger journey
Recover onboarding drop-off
Audience
High-intent clean cohort
Journey
Onboarding recovery
Warehouse
Lineage + cohort export
Decision synced to activation without rebuilding the analysis.
From insight to audience action

Turn Analytics Into a Command, Not a Screenshot

When analytics finds wasted spend, churn risk, LTV upside, or a funnel leak, DriveMetaData packages the next move for budget, audience, journey, suppression, CRM, and warehouse workflows.

Enterprise governance

Governed Marketing Analytics for High-Stakes Growth Decisions

Keep executive dashboards, finance reviews, cohort reports, and activation decisions controlled by the same metric definitions, lineage, and access rules.

Governance control room
Every metric gets a source, owner, definition, and audit path.
Metric approved
Lineage visible
Access governed
Board-ready output
ROAS, CAC, payback, retention, and LTV reports carry the proof trail behind the number.
Metric dictionary
Locked ROAS, CAC, LTV, payback, retention, and cohort definitions.
Data lineage
Trace dashboard metrics back to spend, attribution, events, and revenue joins.
Audit logs
Track changes to models, filters, audiences, exports, and executive reports.
RBAC and SSO
Govern access by team, region, workspace, data source, and workflow.
Warehouse syncReporting APIsData residencyImplementation model
Stack comparison

Replace the Analytics Spreadsheet With a Connected Growth Stack

Connect the systems marketers already use, then turn their signals into one revenue-aware analytics layer.

Search sources, metrics, cohorts, and activation destinations
Media spend
Meta
Google Ads
TikTok
Apple Search Ads
Attribution
AppsFlyer
Adjust
Kochava
Branch
Revenue
Shopify
Salesforce
HubSpot
Warehouse
Activation
Braze
MoEngage
WebEngage
WhatsApp
+5 more event streams, BI tools, APIs, and destinations

Add new sources without fragmenting the metric layer or rebuilding dashboards from scratch.

Executive revenue summary

Frame Every Marketing Metric Around Trust, Revenue, and Action

Illustrative operating views for enterprise teams evaluating DriveMetaData: use your connected spend, attribution, product events, fraud quality, and revenue data to validate the final metrics.

4.6x
Fraud-adjusted ROAS view
39 days
CAC payback window
$184
Projected LTV by retained cohort
D30
Retention tied to source quality
12%
Budget shift recommendation
1 view
Marketing, product, and finance alignment
Clean
Metric lineage and audit trail
Ready
Audience action from insight

Build Revenue-Led Marketing Analytics.

Give marketing, product, finance, analytics, and data teams one AI-powered workspace for ROAS, CAC, payback, retention, LTV, fraud-adjusted attribution, and activation-ready decisions.