§ Compare
Decide with the trade-offs in view.
Honest side-by-side comparisons for common marketing and technology choices.
Agency vs In-House vs Fractional Marketing Leadership
Agencies give breadth and speed, in-house teams give control and context, and fractional leaders give senior direction without a full-time salary. Most companies do best with a hybrid: a small in-house core owning strategy and data, with agencies and fractional specialists for peaks and specialist skills.
Marketing Mix Modeling vs Multi-Touch Attribution
Marketing mix modeling estimates how much each channel contributes to sales using aggregate historical data, and works without user-level tracking. Multi-touch attribution follows individual customer journeys to assign credit across touchpoints. They answer different questions, so strong measurement programs use both, validated with experiments.
CDP vs CRM
A CRM is the system of record for known customers, contacts and sales interactions. A customer data platform unifies data from many sources, including anonymous behavior, into one profile that marketing systems can use. Many companies need a well-run CRM first and add a CDP only when they have multiple data sources and clear use cases.
SEO vs AEO
SEO aims to rank pages in search results so people click through. AEO aims to have AI assistants and answer engines cite or recommend your brand in their responses. They share foundations such as technical health, quality content and authority, but AEO adds emphasis on direct answers, clear entities and structured data.