Scope a data build SOLUTION 02 / CONNECT SPEND TO DURABLE VALUE
Know what the next customer is actually worth.
Platform ROAS cannot answer what a brand can afford to spend. That decision requires governed acquisition cost, customer status, order economics, returns, repeat behavior, margin, and time. Tribal connects those layers so operators can compare channels, offers, cohorts, and payback without hiding the assumptions.
01 / QUESTIONS
The answer should survive the meeting.
Which cohorts repay acquisition cost after returns and variable costs?
How sensitive is the decision to attribution, identity, margin, and observation-window assumptions?
02 / FAULT LINES
Find where trust breaks before choosing the tool.
Mismatched denominator
Media spend is divided by a platform-specific conversion count that does not match the business definition of a newly acquired customer.
Revenue-only value
LTV or ROAS ignores discounts, refunds, product mix, fulfillment, payment fees, and the time required to earn repeat orders.
False precision
Attribution output is presented as certainty without exposing identity gaps, view-through rules, incrementality limits, or model sensitivity.
03 / SCOPE
Make every assumption visible before scaling the decision.
Contract the metrics
Define spend, customer status, attribution, contribution, cohorts, and payback at an explicit grain and window.
- CAC and customer definitions
- Returns-adjusted contribution logic
- Attribution and observation assumptions
Connect the history
Join acquisition inputs to durable customer and order outcomes with auditable identity rules.
- Media, storefront, lifecycle, and cost data
- Customer and order identity resolution
- Cohort and repeat-purchase models
Deliver the decision
Give operators a view that connects the metric to thresholds, caveats, and actions.
- Channel and offer scorecards
- Payback and cohort analysis
- Sensitivity views and decision cadence
04 / SOURCE TO DECISION
Scale against economics the business can defend.
The result is not a magical attribution number. It is a governed set of acquisition and customer-value views with definitions, caveats, source paths, and review cadence clear enough for finance and marketing to use together.
Instrument
Define the events, entities, consent, and identity behavior the decision requires.
Warehouse
Bring useful source data into an owned analytical environment with freshness controls.
Model
Create tested definitions for customers, orders, contribution, cohorts, and other business concepts.
Decide
Deliver governed answers through scorecards, analysis, alerts, briefs, or custom interfaces.
Enable AI
Expose approved data to evaluated AI workflows with permissions and human escalation.
05 / FIT
Know whether this is the right next move.
This is for you if…
- Acquisition decisions rely on platform reports or inconsistent CAC definitions.
- Returns, repeat behavior, margin, or subscriptions materially change customer value.
- Marketing and finance are ready to agree on decision rules and limitations.
Not the right fit if…
- The request is for guaranteed attribution or incrementality from incomplete signals.
- Variable costs and customer definitions cannot be made available.
- The brand needs campaign execution rather than data and measurement capability.
06 / BUYER QUESTIONS
What buyers usually ask.
Will this give us one perfect attribution number?
No. Attribution methods answer different questions and operate with incomplete signals. The work makes methods and limitations explicit, reconciles observable outcomes, and creates decision views appropriate to the evidence available.
How is true CAC different from platform CPA?
Platform CPA is usually based on that platform’s attributed conversion count. A governed CAC definition connects an agreed spend scope to deduplicated customers who meet the company’s new-customer rules.
Can this support subscriptions and repeat purchase?
Yes. Cohort models can follow repeat orders, churn, refunds, and contribution over an explicit observation window. The model should avoid treating incomplete young cohorts as fully mature.
START WITH THE EXPENSIVE UNKNOWN
Bring us the answer you don’t trust.
We’ll review the question and follow up to determine whether a focused teardown is the right next step. The first job is locating the break: collection, modeling, governance, or delivery.