The AI content brief that produces something worth publishing
Model output quality tracks brief quality almost linearly. What a brief must contain.
Category AI Agents & Marketing
Auditing marketing automation you inherited
Most inherited automation contains flows nobody can explain and at least one that is still sending.
Using AI for content without losing search visibility
Google does not penalise AI content. It penalises content with nothing in it. The distinction is operational.
Rule or agent? A one-question test before you build
Most teams reach for an agent where a rule would do. The question that settles it in ten seconds.
What AI agents actually cost an Indian marketing team
Token pricing is the small number. The costs that matter are example collection, review time and the month of parallel running nobody budgets for.
AI-generated content and DPDP: the consent problem nobody is discussing
Personalising with an external model means sending customer data to a third-party processor. Most Indian teams have not papered that, and it is a purpose-limitation problem.
Building your first marketing AI agent without an engineering team
A four-week path to a working agent using tools a marketing team already has, and the three decisions that determine whether it survives.
Where AI agents break in Indian marketing workflows
Multilingual data, WhatsApp-first funnels and thin CRM hygiene break agents in ways the US case studies never mention.
AI agents versus marketing automation: what is actually different
Automation follows rules you wrote. An agent decides the steps. That single difference explains why most agent pilots stall in Indian marketing teams.