KPI reporting your CFO and your franchisees can both trust
Cohort-framed KPIs — CAC, LTV, churn, retention — sliced by location, brand, channel, and time, with the methodology preserved so finance, ops, and board can all read the same numbers.
The problem
Your CFO wants a monthly KPI roll-up that holds up. Customer acquisition cost broken down by quarterly acquisition cohort, by location, by channel. Lifetime value by signup cohort, by product line, by industry. Churn by tenure, by subscription tier, by brand. Today your marketing analytics director rebuilds 14 dashboards by hand every month. Numbers in the board deck do not reconcile with numbers in the franchisee dashboards. Numbers in the franchisee dashboards do not reconcile with the CFO's tracker. The generic BI platforms (Looker, Tableau, Power BI, Domo, Sigma) require months of configuration to handle cohort framing across hundreds of locations. The KPI dashboard tools (Geckoboard, Klipfolio, Plecto) are built for one company, not for a portfolio of brands. The attribution platforms cover attribution but not customer KPIs. The CDP-bundled reports are stuck inside their platforms. Your analytics team is spending more than half its time reconciling instead of analyzing.
What success looks like
One KPI report. Cohorts are defined on your customer records so the same customer appears in the same cohort across every report. CAC, LTV, churn, retention, payback period, contribution margin — all sliced by location, brand, industry, channel, cohort, and time window. The methodology for each KPI is preserved with a timestamp and a reviewer name, so the version your CFO signed off on is the version your franchisees see. When you change a KPI definition, the change goes through a review workflow — corporate, finance, ops, and brand leads see the diff and approve before it takes effect. The roll-up is consistent across the board deck, the franchisee dashboards, and your finance team's tracker. Numbers reconcile because they come from one place.
How most operators solve this today
Six categories handle KPI reporting. None of them are built around the multi-location operator who needs cohort-framed numbers consistent across the portfolio.
General BI platforms (Looker, Tableau, Power BI, Domo, Sigma Computing, Qlik)
$14 to $50,000+ per year
Generic BI. Cohort framing and multi-location KPIs require months of custom configuration.
KPI dashboards (Geckoboard, Klipfolio, Plecto, Numerics, Cyfe)
$19 to $1,000+ per month
Built for one company. Falls apart for multi-brand or multi-location portfolios.
Attribution platforms (Rockerbox, Northbeam, Triple Whale, Nielsen MMM, Salesforce Datorama)
$100 to $500,000+ per year
Cover attribution. Customer KPI roll-up is a different problem.
CDP-bundled reports (Klaviyo Reports, Segment Personas, Tealium Insights, Mixpanel Boards, Amplitude Dashboards)
Bundled with each CDP
Stuck inside their platform. Multi-platform operators get fragmented views.
In-house finance and analytics team
$90,000 to $200,000 per year, per person
Capable team. Spends more than half its time reconciling instead of analyzing.
Build it in-house
Free time plus eventual maintenance
Excel, Google Sheets, and free dashboard tools work up to about 50 locations. They break past that.
What changes when this is an agent skill
Cohorts are defined on the underlying customer records, so the same customer appears in the same cohort across every report. CAC by acquisition cohort, LTV by signup cohort, churn by tenure, retention by behavioral cohort, payback period by channel — sliced any way your finance team needs. Per location, per brand, per industry, per channel, per time window. The methodology for each KPI is preserved with a timestamp and the name of whoever approved the current definition. When the definition changes, the change goes through a review workflow with corporate, finance, ops, and brand leads. The board deck, the franchisee dashboards, and the CFO's tracker all pull from the same numbers, so they reconcile by default. Regulated-vertical KPIs apply the right compliance framing automatically. Every roll-up calculation is auditable. Looker, Tableau, Geckoboard, and Klipfolio stay useful for general BI and dashboards. This sits at the cohort-framed, multi-location, finance-grade layer where they typically need months of configuration.
Agents that include this skill
Skills live inside agent rentals. To get this skill in production, hire any of the agents below — context-tuning at onboarding is included in the first month.
Per-Location Rollup + Executive Reporting Agent
CFO / board / PE-sponsor / franchisee-council reporting surface — cohort-framed rollups, drivers analysis, forward-looking recommendations.
FAQ
- How is this different from Looker, Tableau, or Power BI?
- Those are excellent general-purpose BI platforms. They require months of configuration to handle cohort framing across hundreds of locations consistently. This is purpose-built for that scenario.
- How is this different from Geckoboard or Klipfolio?
- Those build dashboards for one company. Multi-brand or multi-location portfolios outgrow them quickly.
- Why does cohort framing matter?
- Because the average CAC across all customers tells you almost nothing. The CAC for customers who signed up in Q1 in one channel tells you whether that channel is improving. The LTV for customers who joined in 2024 versus 2023 tells you whether the product is improving. Cohort framing is how you actually see what is happening.
- Which cohort types are supported?
- Acquisition month, signup cohort, tenure cohort, subscription tier cohort, behavioral cohort, LTV band cohort, plus custom cohorts you define.
- How do we change a KPI definition?
- Through a review workflow. Corporate, finance, ops, and brand leads see the diff and approve before it takes effect. The change is timestamped and preserved so you can always see which definition produced which historical number.
- How do we make sure the numbers reconcile?
- They come from the same underlying customer records. The same customer appears in the same cohort across every report. The board deck, the franchisee dashboards, and the finance tracker all read from the same source.
- How does this work for regulated industries?
- Regulated-vertical KPIs apply the right compliance framing automatically — HIPAA disclosures for healthcare, FINRA for financial, state-specific rules for .