Prooflytics
Marketing Analytics Blog
Benchmarks, attribution frameworks, and platform guides for performance marketers. How to diagnose, decide, and act — without the dashboard fatigue.
- Strategy
Influencer Marketing Measurement: Why Attribution Alone Misses the Point
Influencer marketing rarely fits a click-based attribution model, but that does not mean it cannot be measured. Here is how to separate the awareness effect from the direct-response effect, and what to instrument when the budget stays flat.
6 min read - Strategy
Diminishing Returns in Ad Spend: How to Spot the Saturation Curve Before You Overspend
Every ad channel has a saturation point where each additional dollar returns less than the one before it. Here is how to recognize the curve, why high ROAS does not mean more budget is safe, and what to track instead of chasing blended averages.
8 min read - Strategy
Marketing Tech Stack Audit: A Framework for Cutting Shelfware
Marketing teams use just 33% of their martech stack's capability on average, per Gartner, down from 58% in 2020. Mid-market companies waste $2,000-$8,000 per employee per year on tools that go untouched. Here is a framework for finding and cutting the waste.
7 min read - Strategy
Content Refresh Cadence: When to Update Old Articles Before They Decay
Sites that neglect aging content can lose up to 20% of organic traffic a year, per Conductor research, while HubSpot found refreshing old posts lifts organic traffic by an average of 106%. Here is the refresh cadence by content type and the signals that mean a page needs attention now.
7 min read - Strategy
B2B Chatbot Lead Qualification: What to Measure Beyond Conversion Rate
Chatbots engage 15-25% of website visitors and capture leads from 10-15% of those engaged, versus 2-5% for a standard contact form - a 3-5x improvement in raw conversion. But conversion rate alone hides whether those leads are actually worth the sales team's time.
7 min read - Strategy
B2B Intent Data Without Buying Intent Data: First-Party Signals That Work
Third-party intent platforms like Bombora and 6sense run tens of thousands to over $100K per year. Most of the signal they sell can be approximated from data you already have: pricing page visits, content engagement, and CRM activity, stacked together instead of relying on one source.
8 min read - Strategy
Ad Frequency Capping: How to Set Thresholds Before Creative Fatigue Hits
Frequency capping limits how many times the same person sees your ad. The right cap depends on campaign objective and platform: Meta awareness campaigns tolerate 2-4 per week, LinkedIn B2B campaigns run 5-8 per month. Here is how to set thresholds by objective, not by guesswork.
10 min read - Strategy
First-Party Data Strategy for B2B Marketing in 2026
70% of B2B marketers plan to increase first-party data use in 2026, driven by platform tracking restrictions and the deprecation of reliable third-party signals. For B2B SaaS teams, first-party data strategy differs significantly from B2C and ecommerce: your data points are account-level, your sales cycle is measured in weeks, and your conversion events are rarely single-session. This guide covers what to collect, how to activate it, and how to close the measurement loop.
12 min read - Strategy
MOFU Metrics: What to Measure in the Middle of the Funnel
MOFU is where most B2B funnels lose control - leads enter but progress visibility disappears. The five middle-of-funnel metrics that tell you whether your consideration stage is working or leaking, and how to act on each one.
8 min read - Strategy
Why Branded Search Volume Is Your Best Leading Indicator for Pipeline
Branded search volume predicts pipeline 1-3 quarters before it shows up in CRM data. How to track it in Google Search Console, what triggers a decline, and how to act before revenue numbers confirm what the trend already showed.
8 min read - Strategy
Share of Voice in Marketing: How to Measure It Across Every Channel
Share of voice measures what percentage of total market attention your brand captures versus competitors, tracked per channel. How to calculate it, where to find the data, and when to act.
8 min read - Strategy
Five Types of Marketing Activity: A Classification Framework for Budget and Measurement
Every marketing budget line can be classified into one of five categories: Sales Stimulation (short-term revenue), Branding and Awareness (long-term perception), Customer Relationship (retention and loyalty), Market Development (shaping demand before customers recognize it), and Infrastructure and Capabilities (the analytics and technology base). The classification matters because each category has a different measurement approach, time horizon, and risk profile -- and confusing them leads to measuring the wrong things and cutting the wrong budgets.
11 min read - Strategy
AI Marketing Tools: Why Performance Gains Are Concentrated in Google and Meta, Not Open Web
A Taboola survey of 200 senior marketers in May 2026 found that 76% report meaningful performance gains from agentic AI tools -- but those gains are concentrated in walled-garden platforms like Google Ads and Meta. Open web programmatic channels show minimal AI-driven improvement. The reason: AI optimization models train on first-party signal-rich environments where platforms control data and feedback loops.
10 min read - Strategy
Google Says Users Prefer AI Search. The Survey Evidence Is Less Clear.
Google regularly cites a Google/Ipsos survey as evidence that users prefer AI-powered search. SEO analysts have challenged the methodology, pointing to data gaps that inflate AI search preference claims. Before making channel strategy decisions based on this data, performance marketers should understand what the survey actually measures.
9 min read - Strategy
Google AI Search Is Building a Two-Tier Internet: Where B2B Marketers Stand
A study of 44 major US publishers found aggregate organic search traffic rose 5% after AI Overviews, but nearly all gains went to institutional brands. B2B content marketing teams in the middle tier are experiencing the opposite - structural traffic erosion with no algorithmic remedy.
8 min read - Strategy
AI Search Sends Clicks to Local Domains, Not Global Brands: What 87 Million Visits Show
An analysis of 87 million AI search visits across 10 markets found that clicks from AI-generated answers go to local domain variants, not global brand defaults. For performance marketers, this changes the geo-targeting and domain strategy calculus.
7 min read - Strategy
Website Traffic Is Down 46%: What the Zero-Click Era Means for Marketers
Web traffic to brand and publisher websites has declined 46% over three years. AI search results, social feeds, and answer engines now satisfy user intent without a click. Performance marketers who keep optimizing for traffic volume are measuring the wrong thing. The shift is structural, and the channel mix that worked in 2022 no longer works today.
9 min read - Strategy
Google Traffic Dependency: The Hidden Revenue Risk in Single-Channel Marketing
Future PLC reported a 67% profit decline in H1 2026 while remaining 60%+ dependent on Google search traffic. The company is not unique. When a single platform controls the majority of your acquisition, one algorithm update rewrites your cost structure. Here is how to measure channel concentration risk and what diversification actually requires.
9 min read - Strategy
Hard vs Soft Audience Segmentation: The Framework Paid Media Teams Actually Need
Hard segmentation tells you who your customers are based on economic data. Soft segmentation tells you why they buy. Using only one produces expensive campaigns with mediocre results. Here is how to apply both layers in Meta Ads and Google Ads.
7 min read - Strategy
Building a Growth Marketing Team on a Startup Budget: The 3-Phase Hiring Framework
AI has made marketing execution roughly 70% cheaper. A four-person team with the right direction now outperforms a ten-person team with the wrong direction. Here is a three-phase hiring framework with specific budget ranges (Phase 1: $15-25K/month, Phase 2: $35-60K/month) and a tool stack that delivers $8-12K of monthly capacity for $1.5-3K in costs.
11 min read
