Insights

What we learned running the numbers.

Articles by Filip Kovacevic on paid ads, SEO, conversion, and AI implementation
Every article here names its framework, cites its sources, and links to the page where we do the work. 147 so far.
AllSEO & AI SearchPaid AdsConversion ArchitectureOffers & PricingCopy & PersuasionMarket & Buyer PsychologyOrganic Content & DistributionEmail & NurtureSales & Call BookingAI Implementation & AutomationBusiness Models & Agency OpsVideo & CreativeMarketing Engineering
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: OWN IT RENT HELP. Outside help needs an end date.
AI Implementation & Automation · Updated October 18, 2026

AI Consultant vs In-House Team: Who Should Own the Work

AI consultant, AI agency or an in-house team? Own the AI work that makes customers choose you, buy routine work as a product, and rent outside help only to learn, with an end date and your own owner beside them.

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Featured image for the article: START WITH THE PHONE. Where AI pays first in a law or CPA firm.
AI Implementation & Automation · Updated October 18, 2026

AI for Law Firms and CPA Firms: Where It Pays First

AI for law firms and CPA firms pays first at the front desk and in the paperwork, not in research.

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Featured image for the article: ONE PAGE. AI rules people will actually read.
AI Implementation & Automation · Updated October 18, 2026

The One-Page AI Governance Framework (Even in Regulated Industries)

An AI governance framework that fits on one page: five decisions on data, access, checks, spend and ownership.

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Featured image for the article: WHICH STAGE?. Most companies guess a stage too high.
AI Implementation & Automation · Updated October 18, 2026

AI Maturity Assessment: Score Evidence, Then Fix Your Lowest Score

Run an AI maturity assessment in twenty minutes: score six capabilities from 1 to 3 on evidence you can show, take your lowest score as your stage, and make one move a quarter.

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Featured image for the article: 128 HOURS NOBODY ANSWERS. What an AI receptionist catches.
AI Implementation & Automation · Updated October 18, 2026

AI Receptionist for Small Business: When It Pays and How to Set It Up

An AI receptionist answers your phone at any hour.

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Featured image for the article: AGENTS IN THE LOOP. People own every gate.
AI Implementation & Automation · Updated October 18, 2026

The AI SDLC: Shipping Software With Agents in the Loop

An AI SDLC lets AI agents do work inside each step of software delivery while people own every gate.

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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: FIVE QUESTIONS BEFORE ROLLOUT. What may it touch, and who decided?
AI Implementation & Automation · Updated October 18, 2026

AI Coding Agents for Enterprise Teams: What to Decide Before the First Seat

AI coding agents read files, run commands and change code on company machines.

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Featured image for the article: WRONG NUMBER. Your AI bill is not the one to watch.
AI Implementation & Automation · Updated October 18, 2026

AI Cost Management: Control Token Spend Without Rationing Your Team

AI cost management that does not ration your team: price every AI workflow by cost per task, cut it with caching, batch runs, routing and shorter answers, budget a range instead of one number, and cap failures, not people.

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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: WORDS MAKE PICTURES. Pictures make the want.
Copy & Persuasion · Updated October 18, 2026

How to Create Desire in Copy: Desire Is a Gap Between Two Pictures

How to create desire in copy: you cannot write a feeling, only the picture that causes it.

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Featured image for the article: DRAW THE FINISH LINE. Then give the agent its first job.
AI Implementation & Automation · Updated October 18, 2026

Enterprise AI Agents: What They Are and Which Jobs to Give Them First

An enterprise AI agent picks its own next step and acts in your systems.

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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: 3 SECONDS THEN GONE. What the eye does before the brain.
Video & Creative · Updated October 18, 2026

The First Three Seconds of a Video Ad: Build Frame One for the Eye

The eye decides on a video ad before the brain reads a word.

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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: LEAVE IT MESSY. AI can read your data where it lives.
AI Implementation & Automation · Updated October 18, 2026

Data Silos and AI: Build a Company Brain Without a Two-Year Overhaul

You do not have to fix your data silos before AI can use them.

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Featured image for the article: PRICE THE CLICK. From what one customer is worth.
Paid Ads · Updated October 18, 2026

Google Ads Cost Per Click by Industry, and How to Use the Number

Google Ads CPC by industry, and how to read it: why published averages never match your account, the Benchmark Ladder for ranking every number, and the break-even math that tells you what a click is worth to you.

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A crowded rooftop reception where one guest checks her phone, with the words Search or ask?
SEO & AI Search · Updated October 18, 2026

Google Search vs AI Assistants: Where Buyers Actually Ask the Question

Google Search vs AI assistants is not one answer for your whole business.

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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: 8 MINUTES. To check 8 hours of AI work.
AI Implementation & Automation · Updated October 18, 2026

How to Evaluate AI Agents: Know Yours Is Good Before Your Customers Do

AI agent evaluation for teams without an AI lab: write down what good means, build a golden set of 20 real cases, run each one three times, check the AI grader against people, and review a full day of agent work in eight minutes.

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