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Practical guides on priorities, measurement and implementation. Read the method, question the assumptions and apply it to your own context.

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Conversion & growth

AI ads: more clicks, but more customers?

An Instagram study reports a 0.98% CTR versus 0.65% for a designer. This promising result proves neither higher sales nor a better return on investment.

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Conversion & growth

AI product descriptions: what does a 2.1% sales lift actually mean?

A retail experiment found higher expenditure per consumer after adding AI product descriptions. Read the baseline, business implications and limits before scaling content.

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Conversion & growth

Google Ads + Meta: why seven conversions can mean six orders

Build one business report without adding the same sale twice. A worked example and two CSV downloads make the reconciliation visible.

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Conversion & growth

A ROAS of 4.0: has your AI report earned its budget recommendation?

Check the evidence between attributed purchases, additional revenue and the return expected from a larger advertising budget.

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Conversion & growth

What can an AI summary really tell you about your customers?

Reviews, support tickets and interviews contain useful clues. Turning them into a marketing decision means keeping track of who spoke, what they said and what the evidence can support.

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Conversion & growth

Google Ads and GA4 conversions differ. What should your report say?

Before asking AI to explain a conversion gap, establish what each total measures. A practical reconciliation method for marketing teams and agencies.

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Conversion & growth

Analyse competitors’ marketing strategies with AI

Compare public offers, messages, content and advertisements, then identify choices for your own brand.

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Conversion & growth

Analyse display campaigns with AI

Connect creative, placements, frequency and conversions without overstating what the data proves.

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Conversion & growth

Create an advertising campaign with AI

Build coherent angles, copy and visuals from one offer, then design a test that produces useful learning.

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Conversion & growth

Analyse your Google Ads campaigns with GPT Astra

From campaign export to decision brief: inputs, calculation checks, a reusable prompt and a numerical example.

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Conversion & growth

Measure AI marketing ROI without confusing speed with profit

Separate operational capacity, quality and financial impact when evaluating an AI workflow.

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Conversion & growth

AI lead qualification: prioritise with evidence

Design a reviewable process for sorting inbound enquiries without inventing buying intent.

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Independent expertise across the AI ecosystem

Models, applications and agent platforms we can evaluate for your use case. Logos identify their publishers; they do not imply a partnership or certification.