Insights

Perspectives on marketing measurement, data strategy, and what actually works.

Blog

Why Good Tools End Up in the Graveyard

Sayf Sharif
Sayf Sharif
President & Co-Founder · Apr 13, 2026

Tools don't fail teams. Humans fail tools. Here are the four categories where tools die on the vine, and four questions to ask before you sign anything new.

Blog

Are Tokens the New Headcount?

Sayf Sharif
Sayf Sharif
President & Co-Founder · Apr 10, 2026

The question clients should be asking their agencies isn't "do you use AI?" It's "what is your token budget for this project, and how much of what I'm paying you is human vs. machine?" That question doesn't exist yet in most client conversations. It will.

Blog

You Made the Change. Now What?: Is your marketing team skipping the most important step?

Sayf Sharif
Sayf Sharif
President & Co-Founder · Apr 9, 2026

The companies winning at marketing aren't necessarily smarter, better funded, or more creative. In a lot of cases they're doing one thing consistently that most companies skip. They close the loop.

Blog

The Performance Squeeze: Why "Do More With Less" Is Failing

Sayf Sharif
Sayf Sharif
President & Co-Founder · Apr 6, 2026

Marketing leaders are being squeezed from every direction... flat budgets, rising CPAs, and a CEO who wants growth anyway. The instinct is to pull more reports, add another tool, talk to the agency again. But the problem is almost never the data, it's the foundation underneath it.

Blog

Jevons Paradox and the Saas Reckoning

Sayf Sharif
Sayf Sharif
President & Co-Founder · Apr 1, 2026

I built something I'd been trying to find for twenty years with Claude Code, and it took less than an hour. If the cost of building exactly what you need just collapsed, why would anyone keep paying for someone else's idea of what you need?

Blog

Why Your Marketing Data Is Probably Wrong (And What to Do About It)

Sayf Sharif
Sayf Sharif
President & Co-Founder · Mar 30, 2026

I've been in more than one meeting where every agency in the room is showing green numbers — social, performance, content, all trending up. Meanwhile I'm watching the CMO in the back of the room, and they don't look satisfied. They look uneasy.

Blog

The 90-Day Content Experiment: Can Showing Up Actually Build Trust?

Sayf Sharif
Sayf Sharif
President & Co-Founder · Mar 27, 2026

B2B marketing is a hot mess right now and nobody seems to agree on what's working. So I decided to stop asking and start testing. Here's my 90-day content experiment.

Medium

How to Run a Smarter Marketing Experiment Without Burning Budget

Christian Bourlier
Christian Bourlier
Co-Founder · Feb 19, 2026

Most marketing experiments fail before they start — not because the idea was bad, but because the setup was. Here's how to design tests that actually produce usable results.

Experimentation Budget Strategy
Medium

How Misaligned Metrics Create Friction Between Marketing and Finance

Christian Bourlier
Christian Bourlier
Co-Founder · Feb 17, 2026

Marketing measures engagement. Finance measures revenue. Neither team is wrong — but the gap between their dashboards is where trust breaks down and budgets get cut.

Metrics Finance Marketing
Medium

Why Your CAC Is Rising (And Where Your Budget Is Actually Leaking)

Christian Bourlier
Christian Bourlier
Co-Founder · Feb 15, 2026

Your customer acquisition cost went up 15% this quarter and nobody can explain why. The answer isn't in your ad platform — it's in the gaps between them.

CAC Budget Attribution
Medium

The Attribution Gap (Where Budget Disappears Between Channels)

Christian Bourlier
Christian Bourlier
Co-Founder · Feb 12, 2026

You're spending across five channels but your attribution model only sees three. The budget that disappears between platforms isn't wasted — it's invisible.

Attribution Budget Channels
Medium

What Every Marketer Needs to Know About Incrementality (Without the Jargon)

Christian Bourlier
Christian Bourlier
Co-Founder · Feb 11, 2026

Incrementality answers the only question that matters: would this conversion have happened anyway? Here's what it means, how to test it, and why most teams skip it.

Incrementality Measurement Strategy
Medium

5 Quick Wins to Prove Marketing ROI in 30 Days

Christian Bourlier
Christian Bourlier
Co-Founder · Feb 10, 2026

Make your boss look good this month — no new tools required. Five practical moves that prove marketing impact with data you already have.

ROI Quick Wins Leadership
Medium

Human-in-the-Loop Marketing — Why Algorithms Alone Aren't Enough

Christian Bourlier
Christian Bourlier
Co-Founder · Feb 10, 2026

Your marketing stack has never been smarter. Machine learning models crunch millions of touchpoints. Algorithms optimize bids in real-time. But the best results still need a human in the loop.

AI Human-in-the-Loop Automation
Medium

Why Attribution Isn't Just for Enterprise Giants

Christian Bourlier
Christian Bourlier
Co-Founder · Feb 6, 2026

You've seen the demos. The enterprise attribution platforms with their impressive dashboards, their "proprietary algorithms," their army of analysts. But attribution isn't only for the Fortune 500.

Attribution Mid-Market Accessibility
Medium

3 Signs Your Attribution Model Is Costing You Customers

Christian Bourlier
Christian Bourlier
Co-Founder · Feb 5, 2026

You've got the dashboard. You've got the data. You've got weekly reports that look impressive in slide decks. So why does it feel like your marketing budget is working against you?

Attribution Customers Optimization
Medium

The Goldilocks Approach: Finding Attribution That's Not Too Simple, Not Too Complex

Christian Bourlier
Christian Bourlier
Co-Founder · Feb 4, 2026

Sitting at the marketing desk, have you ever felt stuck between attribution tools that oversimplify your data or bury you in complexity? There's a middle path.

Attribution Goldilocks Strategy
Medium

The Hidden Costs of "Set It and Forget It" Attribution Models

Christian Bourlier
Christian Bourlier
Co-Founder · Feb 4, 2026

As a marketing leader juggling tight budgets, have you ever deployed an attribution model, celebrated the initial setup, and then never looked at it again? You're not alone — and it's costing you.

Attribution Maintenance Budget
Medium

Why Marketing Attribution Feels Broken — and What to Do About It

Christian Bourlier
Christian Bourlier
Co-Founder · Feb 3, 2026

You're staring at a dashboard full of conflicting reports — one platform claims your latest campaign drove record conversions, while another says it barely moved the needle. Sound familiar?

Attribution Measurement Strategy
LinkedIn

You Can't Track the Model. You Can Only Measure the Market.

Sayf Sharif
Sayf Sharif
Co-Founder · Jan 23, 2026

Organic measurement is evolving. GEO, AI-generated search results, and the death of click-through tracking are forcing marketers to rethink what measurement even means.

AI GEO Measurement
LinkedIn

Marketing Spend Is Rising in 2026. Trust in Measurement Isn't.

Sayf Sharif
Sayf Sharif
Co-Founder · Jan 12, 2026

Budgets are going up. Confidence in what those budgets produce is going down. The measurement gap is the biggest unaddressed risk in marketing today.

Marketing Spend Measurement Strategy
LinkedIn

Stop Trying to Track Individual Birds. Watch the Flock.

Sayf Sharif
Sayf Sharif
Co-Founder · Dec 17, 2025

What predictive sciences can teach marketers about measurement in a post-cookie world. You don't need to follow bird #25. You need to understand how the flock moves.

Cookieless Attribution Predictive Analytics
LinkedIn

Stop Collecting Data You Don't Use

Sayf Sharif
Sayf Sharif
Co-Founder · Dec 15, 2025

Most companies collect far more data than they act on. Align your data collection to your actual decision-making — not to what your tools make easy to capture.

Data Strategy Analytics
LinkedIn

Why Big Holdco Agencies Fail Most Brands

Sayf Sharif
Sayf Sharif
Co-Founder · Dec 2, 2025

The holding company model is structurally misaligned for most brands. Data is bundled as an afterthought with media and creative. Great people, wrong structure.

Agency Industry Strategy
LinkedIn

Why CMOs Are Burning Out: You're Responsible for Revenue but Don't Control the Data

Sayf Sharif
Sayf Sharif
Co-Founder · Dec 1, 2025

CMO tenure is shrinking. The root cause isn't strategy — it's misaligned accountability. You own the revenue target but someone else owns the data that proves it.

CMO Leadership Data Strategy
LinkedIn

Why Structured Metadata Is the Most Underused Superpower in Marketing Measurement

Sayf Sharif
Sayf Sharif
Co-Founder · Nov 21, 2025

Your taxonomy is a mess. And it's costing you more than you think. Structured metadata is the foundation AI needs to actually help you optimize — and most teams skip it.

Metadata AI Measurement
LinkedIn

CAC Is Lying to You: What CFOs and CMOs Actually Need Going Into 2025

Sayf Sharif
Sayf Sharif
Co-Founder · Nov 19, 2025

Customer acquisition cost is the metric everyone watches and nobody questions. It's probably wrong. Here's what to measure instead — and how to get finance and marketing on the same page.

CAC CFO Marketing Metrics
LinkedIn

Why Most Marketers Are Driving Their Budgets in Reverse

Sayf Sharif
Sayf Sharif
Co-Founder · Nov 18, 2025

Rearview-mirror analytics tell you what happened. Predictive optimization tells you what to do next. Most teams are still driving forward while looking backward.

Budget Optimization Predictive Analytics