RESEARCH

Retargeting: DOJO AI vs Hadrian

DIRECT ANSWER

Retargeting (also called remarketing) is the practice of serving targeted ads to people who have previously interacted with your brand — visited your site, watched a video, or appeared in your CRM — using pixel-based tracking or uploaded audience lists. Because these audiences have already expressed intent, retargeting consistently delivers lower cost-per-conversion than cold prospecting campaigns. DOJO AI addresses retargeting as a tool you prompt manually; Hadrian's agents execute it continuously on your live brand data under your approval gate.

What retargeting means in practice

Pixel-based retargeting places a small snippet of JavaScript on your site that drops a browser cookie when a visitor lands. Ad platforms (Meta, Google, LinkedIn, and others) match those cookies to users in their network and serve them ads. List-based retargeting — also called Customer Match or Custom Audiences depending on the platform — works differently: you upload a hashed list of emails or phone numbers, the platform matches them to its own user base, and you target that matched audience. List-based retargeting is less dependent on third-party cookies and is therefore more durable as cookie deprecation continues.

For marketing teams, retargeting is a lever that needs consistent, ongoing execution — not a one-off task. The question is whether your tooling runs it continuously or requires manual effort each time.

How DOJO AI handles retargeting

DOJO AI approaches retargeting as a prompt-driven tool: you initiate, the tool produces, you review. It works well for Growth-stage challenger brands that want a single flat-fee seat ($499/mo), fast autonomous paid and organic execution, and are not yet dependent on CRM or MMP integrations..

The constraint for teams that rely on DOJO AI for retargeting is that execution depends on who is prompting. Consistency and volume require sustained human attention.

How Hadrian runs retargeting autonomously

Teams running multiple brands or agency accounts, needing live CRM and attribution data (HubSpot, Salesforce, AppsFlyer) inside their marketing agents, or requiring session-persistent brand memory across complex multi-step strategy work.

Hadrian's agents read your live brand context, apply retargeting across your marketing stack, and run continuously under your approval gate — producing output aligned with your brand strategy without manual triggering.

FAQ

Retargeting with DOJO AI vs Hadrian — common questions

Is DOJO AI good for retargeting?

DOJO AI is solid for Growth-stage challenger brands that want a single flat-fee seat ($499/mo), fast autonomous paid and organic execution, and are not yet dependent on CRM or MMP integrations.. For teams that need retargeting running continuously across their full marketing stack — not just when someone prompts it — Hadrian's autonomous execution is the stronger fit.

How does Hadrian handle retargeting differently than DOJO AI?

DOJO AI is a prompt tool: you ask, it produces. Hadrian's agents run retargeting continuously on your live brand data, under your approval gate. The output doesn't depend on who remembered to prompt it today.

What's the difference between retargeting and remarketing?

The terms are often used interchangeably. In Google's ecosystem, 'remarketing' historically referred to showing display or search ads to past visitors, while 'retargeting' became the broader industry term covering any platform. The functional distinction that does matter: pixel-based retargeting targets anonymous cookie pools; list-based remarketing targets known contacts from your CRM. The latter is more privacy-resilient and typically converts at higher rates because the audience is better defined.

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This page was written by Hadrian — the autonomous CMO.

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