Sharp insights, smarter growth. Independent coverage of media, tech, and AI business.https://mediovsky.com/en-ushttps://mediovsky.com/brand-search-spam-panic/https://mediovsky.com/brand-search-spam-panic/The June 2026 spam update set off a wave of "brands lost their own results" panic. No primary data supports it. What actually got demoted was the coupon and affiliate sludge on your brand-plus-modifier queries, and branded search is the one segment AI Overviews are making stronger.Mon, 20 Jul 2026 00:00:00 GMTMikołaj SaleckiSEOhttps://mediovsky.com/tymbre-30-day-build/https://mediovsky.com/tymbre-30-day-build/Tymbre went from a clickable mockup to the App Store in 30 days, built by one person after hours, with AI. Here is the full build: 1,116 commits, a backend thrown out on day 6, a QA pass run by 30 agents, and the lesson that the bottleneck was never the typing.Sat, 18 Jul 2026 00:00:00 GMTMikołaj SaleckiAI & Datahttps://mediovsky.com/adam-framework/https://mediovsky.com/adam-framework/AI, Digital, Automation, Measurement. Every business already runs on all four, and is fragile in the exact one nobody is watching. ADAM is a diagnostic that plots you on a 4×5 matrix, names your weakest pillar, and forces one decision per quarter. Here is the whole framework, and the free playbook.Mon, 13 Jul 2026 00:00:00 GMTMikołaj SaleckiAI & Datahttps://mediovsky.com/claude-code-ad-accounts/https://mediovsky.com/claude-code-ad-accounts/Claude Code already pulls last week's numbers, drafts the negatives, and stages a budget change across Google Ads and Meta, wired in through the Model Context Protocol (MCP) and the platforms' own APIs. Here is how the plumbing works, why Google's own connector refuses to spend a cent, and where the guardrails still have to come from you.Mon, 13 Jul 2026 00:00:00 GMTMikołaj SaleckiAI & Datahttps://mediovsky.com/mcp-model-context-protocol/https://mediovsky.com/mcp-model-context-protocol/Model Context Protocol (MCP) turns a large language model (LLM) from smart autocomplete into an agent that can touch your CRM (customer relationship management), analytics, and ad platforms through a single standard. How the handshake works, who adopted it, and the security perimeter it opens.Sun, 12 Jul 2026 00:00:00 GMTMikołaj SaleckiAI & Datahttps://mediovsky.com/humans-with-ai/https://mediovsky.com/humans-with-ai/Seventeen percent of chief marketing officers (CMOs) have cut marketing jobs because of AI. Thirty-six percent expect to within two years. The gap between those numbers is where the restructuring is actually happening.Fri, 10 Jul 2026 00:00:00 GMTMikołaj SaleckiDigital Marketinghttps://mediovsky.com/multi-agent-marketing/https://mediovsky.com/multi-agent-marketing/When a single AI agent hits its ceiling, the work moves to a fleet with an orchestrator on top. The 2026 problem is no longer model quality. It is coordination, guardrails, and reliability.Thu, 09 Jul 2026 00:00:00 GMTMikołaj SaleckiAI & Datahttps://mediovsky.com/ai-overviews-traffic/https://mediovsky.com/ai-overviews-traffic/AI Overviews now sit on nearly half of Google searches and have cut clicks to the top organic result by 58%. The traffic that survives is disproportionately the traffic that was going to convert.Wed, 08 Jul 2026 00:00:00 GMTMikołaj SaleckiSEOhttps://mediovsky.com/incrementality-testing/https://mediovsky.com/incrementality-testing/Last-click and even a mix model can flatter the spend that only harvested demand it never created. Incrementality testing is the causal tie-breaker: geo experiments and holdout lift tests that show which dollar actually caused a sale.Mon, 06 Jul 2026 00:00:00 GMTMikołaj SaleckiData & Researchhttps://mediovsky.com/performance-max-playbook/https://mediovsky.com/performance-max-playbook/Search themes, campaign-level negatives, brand exclusions, and channel reporting quietly turned Google's most opaque campaign type into a controllable broad-match machine. The controls exist. Most accounts still don't use them.Sun, 05 Jul 2026 00:00:00 GMTMikołaj SaleckiPPChttps://mediovsky.com/ga4-system-of-record/https://mediovsky.com/ga4-system-of-record/Google Analytics 4 (GA4) got good at engagement, e-commerce, and prediction, and stayed bad at pretending to be a database. In 2026 the working setup reads the interface as a privacy-filtered view and moves the source of truth to BigQuery.Fri, 03 Jul 2026 00:00:00 GMTMikołaj SaleckiMarTechhttps://mediovsky.com/retail-media-duopoly/https://mediovsky.com/retail-media-duopoly/US retail media hits roughly $71 billion in 2026, but Amazon and Walmart take nine of every ten new dollars. The channel is huge, growing fast, and more concentrated than any other in digital.Thu, 02 Jul 2026 00:00:00 GMTMikołaj SaleckiE-Commercehttps://mediovsky.com/cdp-vs-warehouse/https://mediovsky.com/cdp-vs-warehouse/Packaged customer data platforms and warehouse-native, composable stacks now do most of the same jobs. The real fork is not buy vs build. It is where you put identity and consent, and how fast you need to act on them.Tue, 30 Jun 2026 00:00:00 GMTMikołaj SaleckiMarTechhttps://mediovsky.com/advantage-plus-roas/https://mediovsky.com/advantage-plus-roas/Meta made Advantage+ the default and lowered the bar to use it. The performance lift is real. But the number it reports is blended, and the control you give up is not. Here's how to run it without fooling yourself.Sun, 28 Jun 2026 00:00:00 GMTMikołaj SaleckiPPChttps://mediovsky.com/ai-operating-model/https://mediovsky.com/ai-operating-model/In 2026 the marketing teams pulling ahead with AI are not the ones with the most tools. They are the ones that redesigned how the work is done, who decides, and how the payback gets proven.Fri, 26 Jun 2026 00:00:00 GMTMikołaj SaleckiAI & Datahttps://mediovsky.com/amazon-seller-fees/https://mediovsky.com/amazon-seller-fees/Amazon called its 2026 fee change slight, and for one unit it is. The real cost of selling on Amazon and Walmart sits underneath it: a stack of fulfillment, storage, and ad charges that turns a 6-15% referral into something operators put near 30-40% of gross merchandise value (GMV), and each platform hurts in a different place.Wed, 24 Jun 2026 00:00:00 GMTMikołaj SaleckiE-Commercehttps://mediovsky.com/programmatic-dooh/https://mediovsky.com/programmatic-dooh/In 2026 the billboard reports back. Programmatic buys the majority of digital out-of-home, measurement moved from impressions to incrementality, and outdoor screens now compete for performance budgets, not just awareness lines.Mon, 22 Jun 2026 00:00:00 GMTMikołaj SaleckiDigital Marketinghttps://mediovsky.com/ctv-budget-gap/https://mediovsky.com/ctv-budget-gap/Connected TV takes 43.8% of US TV viewing but just 7.7% of ad spend. The gap is the last piece of underpriced reach in video, if you can survive the measurement and frequency chaos to claim it.Sat, 20 Jun 2026 00:00:00 GMTMikołaj SaleckiDigital Marketinghttps://mediovsky.com/email-lifecycle/https://mediovsky.com/email-lifecycle/Gmail and Yahoo turned deliverability into the price of entry, and behavior-led flows now compound where broadcast sends stall. What actually moves email revenue in 2026, and what to distrust in the return-on-investment decks.Wed, 17 Jun 2026 00:00:00 GMTMikołaj SaleckiMarTechhttps://mediovsky.com/generative-engine-optimization/https://mediovsky.com/generative-engine-optimization/Generative engine optimization isn't SEO with a new coat of paint. It's writing for extraction (answer-first, evidence-dense, cleanly structured) so ChatGPT, AI Overviews, and Perplexity pick you as the source. This piece is built the way it tells you to build.Tue, 16 Jun 2026 00:00:00 GMTMikołaj SaleckiAI & Datahttps://mediovsky.com/affiliate-incrementality/https://mediovsky.com/affiliate-incrementality/Pay 10% on every affiliate sale and a chunk of those buyers were coming anyway. The 2026 shift is away from coupon volume toward deeper partnerships, but the number that decides whether the program pays is the one nobody prints on the invoice.Sun, 14 Jun 2026 00:00:00 GMTMikołaj SaleckiDigital Marketinghttps://mediovsky.com/server-side-tracking/https://mediovsky.com/server-side-tracking/Client-side tracking now loses 20-40% of events, more in Safari-heavy markets. Server-side tagging recovers a real chunk of it, but it's infrastructure with a bill and a consent trap, not a plugin you switch on.Fri, 12 Jun 2026 00:00:00 GMTMikołaj SaleckiMarTechhttps://mediovsky.com/consent-mode-conversions/https://mediovsky.com/consent-mode-conversions/Google Analytics stops reading its own ad settings and hands the entire decision to Consent Mode. If your consent management platform (CMP) wires the wrong signal, EU conversions and remarketing quietly fall off, and Analytics will still look fine.Wed, 10 Jun 2026 00:00:00 GMTMikołaj SaleckiMarTechhttps://mediovsky.com/ad-ops-agents/https://mediovsky.com/ad-ops-agents/AI agents already run bidding, budget shifts, and creative rotation end to end. But 2026 is the year of assisted autonomy: humans on the guardrails, not off the loop. The gap between those two things is where accounts get wrecked or saved.Mon, 08 Jun 2026 00:00:00 GMTMikołaj SaleckiAI & Datahttps://mediovsky.com/programmatic-ad-tax/https://mediovsky.com/programmatic-ad-tax/Independent audits keep finding the same thing: only about half of a programmatic display dollar reaches the site that ran the ad. The rest is the ad tech tax, and in 2026 the way to claw it back is structural, not another blocklist.Sat, 06 Jun 2026 00:00:00 GMTMikołaj SaleckiPPChttps://mediovsky.com/linkedin-ads-cpc/https://mediovsky.com/linkedin-ads-cpc/Published 2026 benchmarks put LinkedIn cost per click (CPC) anywhere from $5.58 to $10.11, and as high as $15.72 in peak quarters, with cost per lead (CPL) from $15 to $350. The spread isn't noise. It's the whole game. Plan to the range that matches your audience, not the headline that matches nobody's.Thu, 04 Jun 2026 00:00:00 GMTMikołaj SaleckiPPChttps://mediovsky.com/n8n-make-automation/https://mediovsky.com/n8n-make-automation/The 2026 workflow-automation choice is not really n8n versus Make. It is knowing which marketing tasks belong to a no-code canvas, which need real code, and which should stay in a human's hands.Tue, 02 Jun 2026 00:00:00 GMTMikołaj SaleckiMarTechhttps://mediovsky.com/marketing-mix-modeling/https://mediovsky.com/marketing-mix-modeling/Privacy killed the click-level view, and marketing mix modeling (MMM) returned to fill the hole. But the brands getting it right don't run MMM instead of attribution. They run three layers, each doing the one job it's actually good at.Sat, 30 May 2026 00:00:00 GMTMikołaj SaleckiData & Researchhttps://mediovsky.com/rag-marketing/https://mediovsky.com/rag-marketing/Retrieval-augmented generation is how you stop a large language model (LLM) from inventing your product facts. In 2026 the work is a governed pipeline, not a prompt, and the payoff is brand-safe content and support you can actually audit.Thu, 28 May 2026 00:00:00 GMTMikołaj SaleckiAI & Datahttps://mediovsky.com/tiktok-shop/https://mediovsky.com/tiktok-shop/US TikTok Shop is forecast at $23.4 billion in 2026, bigger than Target's or Costco's e-commerce. But the top 1% of sellers drive about 60% of that, and half the headline stats are forecasts and second-hand claims. Read it with both eyes open.Tue, 26 May 2026 00:00:00 GMTMikołaj SaleckiE-Commercehttps://mediovsky.com/prompt-engineering-skill/https://mediovsky.com/prompt-engineering-skill/The standalone 'prompt engineer' role is fading, but the competency is now baked into marketing operations. What survived is not clever wording. It is structured prompting, real context, and prompts you actually test.Fri, 22 May 2026 00:00:00 GMTMikołaj SaleckiAI & Datahttps://mediovsky.com/google-ads-scripts/https://mediovsky.com/google-ads-scripts/Google Ads scripts still earn their keep in 2026 doing deterministic, boring work: budget alerts, zero-conversion flagging, out-of-stock pausing. AI can now draft them from a sentence. The judgment about the rules is still yours, and that's the whole point.Wed, 20 May 2026 00:00:00 GMTMikołaj SaleckiHow-To Guideshttps://mediovsky.com/retargeting-post-cookie/https://mediovsky.com/retargeting-post-cookie/Third-party cookies stopped carrying your retargeting a while ago. The value moved to first-party audiences, server-side signals, and the automation layers inside Meta and Google. Here's what to keep funding and what to quietly cut.Sun, 17 May 2026 00:00:00 GMTMikołaj SaleckiPPChttps://mediovsky.com/brand-vs-performance/https://mediovsky.com/brand-vs-performance/The most cited number in marketing came from analyzing 996 campaigns and taking the mean. It was never a law, and applying it to a three-year-old brand burning runway is how good research becomes bad strategy. The rule is real. The dogma is the problem.Thu, 14 May 2026 00:00:00 GMTMikołaj SaleckiDigital Marketinghttps://mediovsky.com/ecommerce-ai-cro/https://mediovsky.com/ecommerce-ai-cro/The average e-commerce conversion rate is somewhere between 1.4% and 2.96%, which tells you almost nothing. AI personalization is a real lever, but the honest number is a 10-30% relative lift, not the miracle in the case study. Here's where it actually shows up.Sun, 10 May 2026 00:00:00 GMTMikołaj SaleckiCRO