CONTENT CALENDAR · AAARRR

The Attribution Debt Series

Six pirate-metric stages, three topic pillars: confusion → paralysis → control. Every angle teaches the gap between what your dashboards report and what actually drove the sale.

CAUSALITY ENGINE · Q3 2026
Acquisition · Activation · Retention · Referral · Revenue
audience: DTC Shopify operators
Full YouTube strategy →GTM strategy →

Hover any video for its shoot card · click to pin · open the full 87-video strategy →

STAGE
AUDIENCE
CONTENT · ANGLES
CHANNELS
KPIS
01
Awareness
PILLAR 1 · CONFUSION
"My dashboards never agree, and I don't know why."
Cold, skeptical operators who distrust their numbers but can't name the cause. Scrolling YouTube & LinkedIn, not searching for a tool yet.
Your ad dashboards are lying: here's the mathP1SOFT
Attribution debt: how you subsidise Meta's growthP1SOFT
The 9.5% gap between traditional & causalP1SOFT
Watch-time & retention
New unique viewers
Branded-search lift
02
Acquisition
PILLAR 1 · CONFUSION
"Every platform claims the same sale."
Problem-aware operators comparing Triple Whale / Northbeam / GA4, feeling the reconciliation pain. Ready for a lead magnet.
Why every platform claims the same conversionP1SOFT
The iOS 14.5 + Consent Mode measurement taxP1SOFT
Blended vs marginal ROAS: the trapP2SOFT
Email / list signups
Lead-magnet downloads
Demo-page visits
03
Activation
PILLAR 3 · CONTROL
"Show me MY gap, on my own data."
Operators willing to upload a GA4 paths CSV and see their real attribution for the first time. The aha-moment audience.
Upload your GA4 paths CSV → see your real attributionP3HARD
Reading your Attribution Mismatch screenP1P3
The €360k of hidden value you can't seeP3MED
CSV uploads → first report
Activation rate
Time-to-first-insight
04
Retention
PILLAR 2 · PARALYSIS
"OK, so where do I put the next euro?"
Active users running weekly causal checks, deciding allocation. Need a repeatable ritual, not a one-off report.
Where to invest next: the What-If SimulatorP2MED
Branded search & retargeting steal organic creditP2MED
Your weekly causal-truth ritualP2P3
Weekly active accounts
Scenarios saved / re-runs
Retention curve (W4 / W8)
05
Referral
PILLAR 3 · CONTROL
"Look at the hidden value I just found."
Operators who found their gap and talk to peers in DTC communities & Slack groups. Natural evangelists.
Share your "Hidden Value Captured" numberP3SOFT
Operator teardown: my real attribution gapP3SOFT
Shares / referrals sent
UGC teardowns
NPS
06
Revenue
PILLAR 3 · CONTROL
"Stop renting dashboards. Own the model."
Operators ready to own their causal model instead of trusting vendor black boxes. Demo-ready, objection-stage.
Own your model, don't rent the dashboardP3HARD
Is causal attribution overkill for small brands?SKEPTICHARD
Book a demo: your data, your truthCTAHARD
Demos booked
Trial → paid conversion
MRR · CAC payback
Topic pillars
P1 Multiple dashboards, non-matching data
P2 Uncertainty where to invest next
P3 Data take-back & control
CTA strength
Soft · teach the problem
Medium · show the tool
Hard · Book a Demo
Channel mix

MATRIX · AAARRR (FILLED)

The funnel, stage by stage

Every stage is a content job, not just a metric: who it is for, what the video must do, the channels, the Causality Engine screen to show, CTA strength, and the KPIs.

StagePillarAudienceContent jobChannelsCE screenCTAKPIs
01Awareness P1 · Confusion Cold, skeptical operators who distrust their dashboards but cannot name the cause. Scrolling YouTube and LinkedIn, not searching for a tool yet. Give the problem a name. Make them feel the reconciliation pain without pitching. Content / SEOVideoSocial / CommunityPR / Influence Attribution Mismatch / Attribution Debunk (the 9.5% gap) Soft Watch-time and retention, new unique viewers, branded-search lift
02Acquisition P1 · Confusion Problem-aware operators comparing Triple Whale / Northbeam / GA4, actively feeling the pain. Ready for a lead magnet. Explain the mechanics of the mismatch (double-counting, view-through, iOS, Consent Mode). Earn the email. Content / SEOVideoSocial / CommunityPR / InfluencePaid SearchPaid Social / ABM Attribution Comparison (traditional vs causal bars) Soft to Medium Email signups, lead-magnet downloads, demo-page visits
03Activation P3 · Control Operators willing to upload a GA4 paths CSV and see their own gap for the first time. The aha-moment audience. Deliver first value: their real attribution, on their own data. The product's core promise. Email / LifecycleProduct-ledPaid SearchPaid Social / ABMVideoEvents / Webinars Attribution Mismatch by Channel (live CSV), Hidden Value Captured (€360.6k) Hard CSV uploads to first report, activation rate, time-to-first-insight
04Retention P2 · Paralysis Active users running weekly causal checks, deciding allocation. Need a repeatable ritual, not a one-off report. Answer "where do I invest next?" every week. Make the model a habit. Email / LifecycleEvents / WebinarsVideoSocial / CommunityProduct-led What-If Simulator (scenario sliders), Budget Action (move €2.1k, +€29.5k, 67% confidence) Medium Weekly active accounts, scenarios saved / re-runs, W4 / W8 retention
05Referral P3 · Control Operators who found their gap and talk to peers in DTC communities and Slack groups. Natural evangelists. Give them a number worth sharing (their Hidden Value Captured) and a format to share it. Social / CommunityReviews / AdvocacyEmail / LifecycleVideo Hidden Value Captured, Attribution Mismatch (personal teardown) Soft Shares / referrals, UGC teardowns, NPS
06Revenue P3 · Control Operators ready to own their causal model instead of trusting vendor black boxes. Demo-ready, objection-stage. Handle objections, prove ROI, convert to demo. Email / LifecycleEvents / WebinarsPaid SearchReviews / AdvocacyProduct-led Narrative view (truth to action to result), full walkthrough Hard (Book a Demo) Demos booked, trial to paid, MRR, CAC payback

FRAMEWORK · PESO MODEL

Paid · Earned · Shared · Owned

Every go-to-market motion behind Causality Engine, grouped by the media type that carries it, mapped for a B2B SaaS MarTech playbook. The four circles overlap; most demand programs live where they meet.

Earnedearned credibility
PR & analyst relations
  • Founder / exec commentary
  • Tech-press & journalist relations
  • Launch & announcement planning
  • Organic feature coverage
  • Data-story press kit
  • Analyst relations (Gartner / Forrester)
  • Integration & tech partnerships
Reputation & trust
  • Incident & status comms
  • Privacy, GDPR & consent
  • SOC 2 / security trust
  • Brand & messaging consistency
Sharedshared · community
Community activation
  • Customer advocacy & champions
  • Co-marketing with partners
  • G2 / Capterra review drives
Social & community ops
  • Social content calendar & scheduling
  • LinkedIn / X audience growth
  • Slack & peer operator groups
Field & events
  • Webinars & virtual events
  • Conference talks & sponsorships
  • ICP roundtables & customer dinners
Ownedowned channels
Website
  • New landing & comparison pages
  • SEO & keyword optimization
  • Messaging & copy updates
  • Design / UX refreshes
  • Technical SEO & Core Web Vitals
  • Pricing & self-serve signup
Content · written & visual
  • Content strategy
  • Editorial calendar
  • Educational explainers
  • Research reports & benchmarks
  • Conversion & sales copy
Direct & product-led
  • Lifecycle & nurture email
  • SDR outbound calls
  • Docs, one-pagers & decks
  • In-product onboarding (PLG)
  • In-app education & nudges
  • Demos & POCs

MATRIX · PESO × AAARRR

Channel coverage by funnel stage

Which media types carry each stage. Paid ramps in from Acquisition, Owned runs end to end, Earned front-loads Awareness then returns as advocacy, Shared powers the middle through Referral.

PESO ╲ STAGE
Awareness
Acquisition
Activation
Retention
Referral
Revenue
Earnedcredibility
PR / Influence
PR / Influence
·
Reviews / Advocacy
Reviews / Advocacy
Reviews / Advocacy
Sharedcommunity
Social / Community
Social / Community
Social / CommunityEvents / Webinars
Social / CommunityEvents / Webinars
Social / CommunityEvents / Webinars
Events / Webinars
Ownedyour channels
Content / SEOVideo
Content / SEOVideoEmail / Lifecycle
Content / SEOVideoEmail / LifecycleProduct-led
Content / SEOVideoEmail / LifecycleProduct-led
Content / SEOVideoEmail / LifecycleProduct-led
Content / SEOEmail / LifecycleProduct-led

PRIORITIZATION · RICE

Where to place the distribution bets

RICE = (Reach x Impact x Confidence) / Effort. Planning estimates to rank the growth bets behind the series; tune the inputs to your own numbers. Impact is scored 0.25 (minimal) to 3 (massive); effort in person-months.

#InitiativeReach /qtrImpactConfidenceEffortRICE
1Shorts / vertical repurposing80k1.070%1.0 pm56.0
2SEO articles from scripts30k2.060%2.0 pm18.0
3YouTube long-form series40k3.080%6.0 pm16.0
4Email newsletter8k2.080%1.0 pm12.8
5LinkedIn organic (operator posts)25k1.070%1.5 pm11.7
6Paid amplification (retarget + ABM)20k2.050%2.0 pm10.0
7Interactive attribution-gap calculator12k3.060%3.0 pm7.2
8G2 / Capterra reviews drive6k2.060%1.0 pm7.2
9Webinars / live teardowns4k3.070%2.0 pm4.2
10PR / podcast tour15k1.040%2.0 pm3.0

STRATEGY · PROBLEM x JOBS TO BE DONE

What they hire the content to do

The operator pain, the job they are hiring us for (functional and emotional), and what we ship against it.

ProblemFunctional jobEmotional jobPillarWhat we ship
My dashboards never agree.Get one number I trust for what actually drove the sale.Stop feeling lied to by my own tools.P1Attribution-debt explainers + the Attribution Mismatch screen.
Every platform claims the same conversion.Reconcile platform-reported revenue against the bank.Feel in control of the report, not gaslit.P1Double-counting, view-through and iOS videos + Comparison screen.
I do not know where the next euro should go.Decide allocation with a confidence number attached.Act without second-guessing every week.P2The What-If Simulator + the incrementality series.
My high-ROAS channels might be fooling me.Separate reported ROAS from real incremental lift.Trust my own cuts and scale-ups.P2Marginal vs blended ROAS + holdout videos.
I rent my truth from vendor black boxes.Own an auditable causal model on my own data.Feel ownership, not dependence.P3Upload-your-GA4-CSV walkthrough + Hidden Value.
I cannot prove the gap to my team or CFO.Show profit contribution that survives scrutiny.Look credible to leadership.P3The CFO-numbers video, case studies and the demo.

READINESS · DEPENDENCIES

Before the cameras roll

What needs to be in place to ship the series. Ticks save in your browser.

Research & truth
Production
Distribution
Conversion
Measurement
contentcalendar.causalityengine.ai
CONFUSIONPARALYSISCONTROL · emotional arc across the series