AI & Automation
AI & Automation guides, playbooks, and strategy articles from the Micromarketing team.
AI & Automation
Articles in AI & Automation.
Track Shopify Catalog MCP Recommendations From Perplexity to Profit
Track Shopify Catalog MCP Recommendations From Perplexity to Profit A Perplexity click can look incredible in Shopify Analytics and still be a bad order. I care less about whether AI shopping traffic converts. Shopify already published the early signal. In Q1 2026, AI-referred sessions from ChatGPT, Perplexity, Gemini, Copilot, Claude, Grok, and similar tools grew […]
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Stop Letting Demand Gen Product Feeds Take Credit for One-and-Done Buyers
In May 2026, I would not judge a Google Demand Gen product-feed campaign by first-order ROAS alone. That sounds obvious until you open Google Ads, see a $29.40 CPA on a $62 Shopify starter order, and feel your hand moving toward the budget slider. The cheaper campaign may be the one teaching Google’s AI to […]
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Build a ChatKit Campaign-Brief Assistant That Respects Suppression Lists
In May 2026, I watched a good growth team nearly brief the wrong audience because their AI helper treated “high intent” as the only rule that mattered. The model pulled demo visitors from Segment, noticed repeat pricing-page views, and suggested a HubSpot nurture plus a LinkedIn retargeting list. Sensible on paper. The problem sat one […]
Read more Use Marketo AI, But Put Workfront Proofs Between It and Your Leads
The new failure mode is faster bad logic Marketo AI hit general availability in August 2026, and Adobe’s August 25 post says the limited beta had already reached nearly 2,800 Marketo Engage subscriptions. That is not a small lab test. It means real ops teams are now asking an agent inside Marketo Engage to import […]
Read more Use Breeze Data Studio and Cortex Analyst Before Q4 Budget Planning
September is when campaign influence gets expensive. A $68,000 opportunity can look paid-search sourced in HubSpot, webinar-influenced in a campaign report, and organic-assisted in a content dashboard. Then Q4 planning starts, and three channel owners walk into the same meeting with the same revenue. I would not try to settle that fight inside a spreadsheet. […]
Read more Measure AI Search Against Pipeline With Ahrefs Brand Radar
AI-search reporting is drifting toward the same mistake SEO made in 2013: counting visibility because it is countable. Ahrefs Brand Radar makes the count part much easier. As of 2026, Ahrefs says Brand Radar tracks AI visibility across 461M+ search-backed prompts in its AI Visibility Index, with coverage for Google AI Overviews, AI Mode, ChatGPT, […]
Read more Stop AdRoll Retargeting From Chasing Closed HubSpot Deals
The stale-lead tax in retargeting A prospect books a demo on Tuesday, moves to Closed Won on Friday, and still sees your 15% offer for the next three weeks. I have seen this exact mess in HubSpot, AdRoll, and a well-meaning n8n workflow that only synced email lists once a day. Nobody meant to waste […]
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Using Klaviyo Marketing Agent With Snowflake RFM Scores Without Blowing Up Offer Governance
The faster draft is not the win On September 25, 2025, Klaviyo announced Marketing Agent at K:BOS and said it could plan and launch campaigns in minutes, create on-brand content, personalize sends, and learn without prompting. The same announcement also named Data Warehouse Import, which brings enriched data and models from Snowflake and BigQuery into […]
Read more Qualify Demo Requests With HubSpot Run Agent and Slack Review
The demo form should not be your sales handoff On July 23, 2026, HubSpot documented Agent Hub workflow actions that can execute AI steps and agents inside automation, and its July 2026 product update called out the new Run Agent workflow action for Breeze agents. That sounds like a sales productivity win. It can be. […]
Read more Using Agentforce and Marketo to Triage Stalled Nurture Leads
The useful agent is the boring one Salesforce’s loudest 2025 Agentforce marketing story was campaign creation. On June 11, 2025, Salesforce announced Marketing Cloud Next and said Agentforce Campaign Creation was generally available, with agents drafting briefs, audiences, email, SMS, and Flow-based journeys. Fine. I get the appeal. But the ops win I would actually […]
Read more Building Post-Purchase Funnels in PostHog With GPT-Assisted Labels
By August 16, 2026, PostHog has become a workable command center for post-purchase marketing because it can hold product events, Stripe revenue data, cohorts, surveys, and realtime exports in one place. That matters when you are buying Google Ads, publishing SEO pages, and sending lifecycle emails from Klaviyo or Customer.io on the same Tuesday. I […]
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