Prooflytics
Marketing Analytics Blog
Benchmarks, attribution frameworks, and platform guides for performance marketers. How to diagnose, decide, and act — without the dashboard fatigue.
- Strategy
AI Visibility in 2026: Why Transactions Are the New Citations
Late June 2026, Chrome auto-browse rolls out to 200 million Android devices. AI visibility is no longer about whether your site gets cited in ChatGPT or Perplexity. It is about whether an agent can complete a booking or purchase on your site without human help. Eight specific failure modes will silently block those transactions.
8 min read - Strategy
Stop Using Fixed PPC Budget Ratios: How to Allocate by Funnel Health
Fixed 40/60 or 70/30 upper-to-lower funnel budget splits rarely survive real market conditions. Upper-funnel Demand Gen spend takes 4-8 weeks to appear as lower-funnel Search conversions. Here is a conditions-based framework for monthly budget reallocation using Search Terms, impression share, and conversion data you already have.
8 min read 
StrategyThe Empty Quadrant: Why Marketing Intelligence Is Not a Better Supermetrics
Every marketing analytics platform now has AI that explains your data. Supermetrics, Funnel, Northbeam -- they reason over your numbers properly now. The problem is they all reason from inside your account. The cause of your CPL moving last Tuesday almost never lives there.
5 min read- Strategy
Why High-ROAS Campaigns Do Not Always Deserve More Budget
The instinct to scale your best-performing campaigns by ROAS is almost universal — and often wrong. High ROAS can signal a saturated audience, a shrinking market, or budget cannibalization from a campaign that should get less money, not more.
8 min read - Strategy
The 'We Need More Data' Delusion in Marketing Analytics
Teams that say 'we need more data' before deciding are usually deferring a decision they already have enough data to make. Analysis paralysis costs 34% slipped deals and 20% longer sales cycles. The framework for deciding when more data actually helps and when it is procrastination.
10 min read - Strategy
The More-Channels-More-Pipeline Fallacy in B2B SaaS
B2B SaaS teams add channels to scale pipeline. Each new channel produces lower marginal returns than the last. 6-month median outcome: 3x channels, 1.2x pipeline, 2.5x operational overhead. Why channel proliferation fails and the concentration alternative.
9 min read - Strategy
The Discount Dependency Death Spiral in DTC (and How to Exit)
Every promotional discount comes directly off gross margin. A 20% sitewide sale on 50% margin product halves order profitability. Why DTC brands get trapped, the math behind margin erosion, and the 90-day exit playbook.
10 min read - Strategy
Marketing Budget Planning Template (2026): 70/20/10 Model + Quarterly Cadence
A marketing budget template needs five sections: total budget sizing, channel allocation (70/20/10 model), quarterly pacing, contingency planning, performance reallocation rules. Copy-ready structure with benchmark spend ranges by ARR stage.
10 min read - Strategy
Marketing QBR Template (2026): Quarterly Business Review for Marketing Teams
A marketing QBR needs 7 sections: prior-quarter results, channel performance, funnel health, unit economics, strategic learnings, next-quarter plan, asks. Copy-ready 60-minute agenda with field-level guidance.
10 min read - Strategy
CMO Board Report Template (2026): 5 Slides That Earn Trust
A CMO board report fits on 5 slides plus appendix: portfolio scorecard, channel efficiency, marketing's revenue contribution, pipeline health, next-quarter plan. The structure that holds up under board scrutiny and gets re-approved each cycle.
9 min read - Strategy
Marketing OKRs Template (2026): Quarterly Goals That Drive Pipeline
Marketing OKRs need 3-5 objectives with 3-5 key results each. Copy-ready quarterly examples for B2B SaaS and DTC, with the structure that ties marketing work to revenue outcomes (not vanity metrics).
10 min read - Strategy
Marketing KPI Tree Template (2026): From North Star to Owned Metrics
A marketing KPI tree connects one north-star metric to 3-5 driver metrics, then to 2-3 owned metrics per driver. Copy-ready structure for B2B SaaS and DTC with named owners and the 60-minute build workflow.
10 min read - Strategy
Annual Marketing Plan Template (2026): 8 Sections That Get Approved
An annual marketing plan needs eight sections: executive summary, situation analysis, goals, audience, strategy, channel tactics, budget, measurement. Copy-ready structure following the SOSTAC framework with budget allocation and quarterly milestones.
11 min read - Strategy
Marketing Measurement Framework for CMOs: Making Your Numbers Board-Defensible
73% of companies fund campaigns without a scorecard tying spend to business goals - making most marketing budgets structurally indefensible. Here is the four-layer framework CMOs use to make measurement board-ready.
10 min read - Strategy
Marketing Budget Allocation: How Market Leaders Distribute Spend Differently
Market leaders invest 16% of marketing budget on infrastructure vs 10% for laggards - a 60% gap. Research-backed framework for allocating spend across sales stimulation, retention, branding, and marketing technology.
8 min read - Strategy
Marketing AI Agent: How It Learns From Your Data (Not Everyone Else's)
Generic AI marketing tools answer from training data. A marketing AI agent answers from your data - your HADI outcomes, your competitor findings, your confirmed rules. Here is how the difference works in practice.
10 min read - Strategy
How to Write a Monthly Strategic Marketing Report for Leadership
A monthly strategic marketing report is not a longer version of your weekly update - it's a different document for a different decision. This guide covers the structure, narrative sections, and AI-assisted workflow that turns a month of data into a forward-looking brief your leadership will actually read.
11 min read - Strategy
How to Track Competitor Ads Automatically: Meta, Google, and TikTok
Performance agencies that track competitor ads automatically spot new creative angles, scaling signals, and killed campaigns weeks before manual reviews catch them. Here is the full workflow - from Meta Ad Library to hypothesis generation.
10 min read - Strategy
The HADI Hypothesis Board: A Framework for Structured Marketing Experiments
Random A/B tests produce one-off results that die with the campaign. The HADI framework - Hypothesis, Action, Data, Insight - turns every experiment into documented knowledge. A hypothesis board makes that knowledge visible, searchable, and reusable. Here is how it works.
12 min read - Strategy
Student Lifetime Value by Acquisition Channel: The EdTech Metric That Changes Budget Allocation
Cost per enrollment tells you what a student costs to acquire. Student LTV by acquisition channel tells you whether that cost is worth it - and most EdTech marketers have never run the calculation.
11 min read
