Insights · Marketing Engineering

Marketing Engineering

19 articles by Filip Kovacevic

A marketing engineer builds the systems behind the marketing: the agents, data, and automations that turn what customers say into pipeline. Start with What Is a Marketing Engineer?, then read by job: hiring one, becoming one, or building the six systems yourself. If you want the systems built for you, see how we run marketing engineering for clients. If you want to do the work, see how we train marketing engineers.

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Featured image for the article: NEW HIRE BRIEF. Eight lines that tell an AI agent its job.
Marketing Engineering · Updated October 18, 2026

How to Write Instructions for an AI Agent: Brief It Like a New Hire

How to write instructions for an AI agent: the eight-line Day-One Spec, the Stranger Test that checks it, how much to supervise a new agent, which decisions it may make alone, and a copy-paste prompt that writes your first spec with you.

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Featured image for the article: COUNT MENTIONS. Not a rank. A rate.
Marketing Engineering · Updated October 18, 2026

How to Track AI Search Visibility: Count a Mention Rate, Not a Rank

How to track AI search visibility without fooling yourself: make sure AI crawlers can read your site, freeze a set of buyer questions, count how often assistants name you as a rate with a range, and fix one page a week.

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Featured image for the article: 30 DAYS ONE COMPANY. Technical or not.
Marketing Engineering · Updated October 18, 2026

How to Become a Marketing Engineer in 30 Days, Technical or Not

How to become a marketing engineer in 30 days, with or without code.

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Featured image for the article: EVERY AD TEACHES. Write the bet down before it runs.
Marketing Engineering · Updated October 18, 2026

How to Test Ad Creative So Every Ad Teaches You Something

How to test ad creative so you keep what you learn: write each ad down as a bet before it runs, test buyer reasons before hooks, read the result once at a line you set in advance, and file every answer in one log.

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Featured image for the article: NO QUOTE NO CLAIM. Build it from what buyers said.
Marketing Engineering · Updated October 18, 2026

Voice of Customer Analysis: How to Build a Customer Truth System

Voice of customer analysis that holds up: a weekly memo built from your calls, tickets, cancel notes and reviews, where every line carries a quote, its source file and a count.

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Featured image for the article: ONE SYSTEM 90 DAYS. Three proofs. Not five demos.
Marketing Engineering · Updated October 18, 2026

The First 90 Days With a Marketing Engineer: One System, Three Proofs

A 30-60-90 day plan for a marketing engineer: build and prove one system, not five.

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Featured image for the article: RECORD FIRST. One call. Twenty pieces.
Marketing Engineering · Updated October 18, 2026

Founder-Led Content: How to Turn One Recorded Call Into a Month of Posts

Founder-led content without the AI sound: record what the founder already says, pull exact quotes with timestamps, cut one idea into twenty pieces, get the founder's yes on each, and feed the results back.

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Featured image for the article: ONE PAGE EVERY MONDAY. What changed. Why. What we do now.
Marketing Engineering · Updated October 18, 2026

The Growth Cockpit: The Weekly Marketing Report That Replaces the Status Meeting

A weekly marketing report should fit on one page and make decisions.

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Featured image for the article: ONE MEMORY. Every AI reads the same files.
Marketing Engineering · Updated October 18, 2026

The Growth Repo: How to Give Every AI the Same Company Memory

Give AI context about your business without pasting it into every chat.

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Featured image for the article: THE MAKER NEVER GRADES. Its own work.
Marketing Engineering · Updated October 18, 2026

How We Run an Agency as Marketing Engineers: The Maker Never Checks Its Own Work

How to quality check AI marketing work, from an agency run by marketing engineers.

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Featured image for the article: WHAT LEAVES THE BUILDING. Sort customer data field by field.
Marketing Engineering · Updated October 18, 2026

Which Customer Data Can Go Into AI? The Building Test for Marketing Engineers

Is it safe to put customer data into AI? For most fields, yes, once you sort them.

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Featured image for the article: 20 QUESTIONS. Where your growth system breaks.
Marketing Engineering · Updated October 18, 2026

Marketing Systems Audit: 20 Questions That Show Where Your Growth System Breaks

A marketing systems audit checklist with a hard rule: 20 yes-or-no questions on lead data, reply speed, feedback, ownership and goals, and a yes counts only with proof you can open in five minutes.

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Featured image for the article: ONE HANDOFF. Find where customers fall through.
Marketing Engineering · Updated October 18, 2026

Marketing Engineering for Local Businesses: The First System to Build

Marketing automation for small business starts with the dropped handoff, not more leads.

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Featured image for the article: READ WIDE WRITE NARROW. What an AI may touch, and when.
Marketing Engineering · Updated October 18, 2026

The Marketing Data Stack for AI Agents: Six Jobs and the Read-Wide Rule

What a marketing data stack for AI agents needs: six jobs (collect, store, run on a schedule, version, connect, check), what to buy and what to build, and a four-rung ladder for what an AI may read and change.

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Featured image for the article: COUNT REPLIES. Not messages sent.
Marketing Engineering · Updated October 18, 2026

How to Measure a Marketing Engineer: KPIs Built on What Buyers Did

Marketing engineer KPIs that hold up: grade each system on what buyers did, not what it produced.

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Featured image for the article: WRITE WHEN IT HAPPENS. A dated reason, or no message.
Marketing Engineering · Updated October 18, 2026

The Outbound Signal Engine: Trigger-Based Outreach That Gets Replies

Trigger-based outreach means writing to a company only when a dated event gives it a reason to talk.

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Featured image for the article: THE COUNT IS WRONG. Fix it, then teach the platform.
Marketing Engineering · Updated October 18, 2026

Server-Side Conversion Tracking: Fix the Count, Then Teach the Platform

Server-side conversion tracking explained: why browser counts drift, what a server-side event carries, how to check that your ad platform, CRM and sales team agree, how to send lead quality back with the Send-Back Ladder, and how to keep consent intact.

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Featured image for the article: THIRD TIME AUTOMATE. Do it twice by hand. Then build it.
Marketing Engineering · Updated October 18, 2026

What Does a Marketing Engineer Do All Day? One Loop and the Third-Time Rule

What does a marketing engineer do all day? They run one loop, research, build, ship, learn, and spend the week on work that changes how other work gets done.

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Featured image for the article: BUILD IT ONCE. Then it runs every week.
Marketing Engineering · Updated October 18, 2026

What Is a Marketing Engineer? The Definition, the Map, and the Test

What is a marketing engineer? A marketer who builds systems instead of assets.

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