Attribution windows
Each platform gives itself different credit for the same buyer journey.
Governed marketing ledger
Sinenza creates a governed marketing ledger for CAC, ROAS, spend, conversions, and pipeline, so finance, marketing, agencies, BI, and AI agents can work from the same traced numbers.
For teams with a recurring reconciliation problem, we are opening a small number of design-partner conversations.
The problem
GA4, Meta, Google Ads, CRM, and finance are answering different questions. Sinenza separates expected attribution variance from bad inputs, drifting definitions, and undocumented rules, so teams can see why the numbers differ.
Each platform gives itself different credit for the same buyer journey.
Duplicate fires, consent gaps, currency mismatches, and redirects distort the baseline.
A conversion means one thing in ads, another in analytics, and another in CRM.
Timezone, refund, close-date, and reporting cutoffs shift the number before anyone notices.
The cost
Spend moves toward whichever report has the most authority, not whichever number has been reconciled.
CAC, ROAS, pipeline, and payback get challenged before every planning or performance meeting.
Senior people spend repeat hours explaining why the same metric changed again.
Client and agency reports disagree before either side can decide what to do next.
Agents trained on undefined metrics can produce confident answers from the wrong source of truth.
What Sinenza does
Sinenza sits between your raw sources and all the places the numbers get used. It defines the metric, reconciles disagreement, records lineage, and publishes trusted outputs to BI, finance, agencies, and AI agents.
Works from GA4, Meta, Google Ads, CRM, finance, and warehouse tables.
CAC, ROAS, spend, conversions, pipeline, payback.
Reconciliation policy, tests, exceptions, and lineage.
Teams, BI, Finance reporting, Agencies, AI agents.
Works with your warehouse and semantic layer, so trusted numbers can move through the tools your team already uses.
Who it is for
It is for teams with enough data maturity, spend, and operational complexity that reconciliation has become a recurring workflow, not a one-off cleanup.
MMM, MTA, platform, and finance views disagree before media allocation decisions.
Campaign influence, CAC, pipeline source, and payback are contested across CRM and ad data.
Every client needs the same reconciliation work rebuilt, narrated, and defended.
Marketing-specific metric requests keep pulling engineers into recurring definition work.
Become a design partner
Design partners are not beta testers. They are teams with a recurring reconciliation problem who want the first version of Sinenza built against real workflows, real data definitions, and real budget decisions.
Help define how CAC, ROAS, spend, conversions, and pipeline should be reconciled across the sources your team already uses.
Bring the messy spreadsheet, dashboard conflict, or finance challenge you are already dealing with. The work starts from your actual case, not a demo dataset.
Work directly with us on metric definitions, source checks, exceptions, and outputs before this becomes a standardized product motion.
Design partners get early product access, roadmap influence, and preferred commercial terms if Sinenza becomes part of their operating stack.
A recent example where two or more systems disagreed and the team had to decide which number to trust.
The dashboards, spreadsheets, metric definitions, and attribution assumptions your team already uses.
Enough access to inspect lineage, event definitions, export samples, or warehouse tables where the disagreement originates.
Recurring conversations with the people who defend the number: marketing, finance, RevOps, analytics, or agency leads.
We do not need broad access on day one. A design partner engagement can start from anonymized exports, read-only samples, or a walkthrough of the existing workflow before any deeper integration is discussed.
Start the conversation
If there is a recurring metric fight inside your team, we will work with a small number of design partners to turn that case into a governed ledger your team can trust, use, and defend.
Bring the current workaround, the contested metric, and the decision that gets harder when nobody trusts the same number. Or email us directly at [email protected].