From AI Visibility to a 90-Day Content Plan: Inside Odyssiant’s Strategy Output

Most AI visibility tools stop at the same point:

“Here’s how often you’re mentioned in ChatGPT / Perplexity / Gemini.”

Useful, but not enough. The question every marketing team asks next is:

“So… what do we actually publish now?”

That’s the gap Odyssiant’s Content Strategy output is designed to close.

Below is a real example from our demo account: in one view, Odyssiant takes you from raw AI visibility data to a concrete 90-day roadmap your team can act on. Let’s walk through what it covers and how it helps.

1. Executive Summary: What’s really going on?

At the top, you get a plain-English summary of the audit:

• Overall AI Visibility Score – a simple, directional number out of 100.
• Brand mention and recommendation rates – how often you’re named and actually recommended in answers.
• Key actions identified – how many concrete changes we’ve surfaced.

Underneath, we call out the risk level (low / medium / high), based on a mix of visibility, recommendation and competitor presence.

This is the bit you put in front of a CMO or VP Marketing. It answers:

• “Are we broadly in good shape?”
• “Is this a nice-to-have tidy-up or a genuine risk/opportunity?”

No charts to decipher. Just a clear narrative, backed by the data underneath.

2. Per-Engine Analysis: Where you win and lose

Next comes the Per-Engine Analysis section.

For each AI engine in scope (e.g. ChatGPT and Perplexity in this example), you see:

• Visibility Score
• Number of prompts tested
• Brand mention and recommendation rates
• Strongest and weakest themes

This matters because AI engines do not treat you equally:

• You might be strong in ChatGPT but weak in Perplexity.
• You might be visible on “Decision Velocity” themes but invisible on “Incident Resilience”.

Rather than hand-waving about “AI” in general, you can now say:

“We’re fine in ChatGPT on X, but we’re losing ground in Perplexity on Y. Here’s what we’re doing about it.”

3. Content Roadmap: The 90-Day Plan

This is the heart of the page.

Under Content Roadmap, Odyssiant ranks the top recommendations by impact and effort. Each line is a concrete action, not a vague suggestion.

You’ll see things like:

Each item shows:

• Type: New content, refresh or technical fix
• Impact vs effort: So you can pick quick wins and strategic plays
• Linked themes, needs and prompts: Why this change matters in buyer terms
• Journey step: Where in the research journey it will make a difference

This is what turns “we’ve got an AI visibility problem” into a work plan for your content and SEO teams.

4. Retesting Plan: Making AEO a discipline, not a one-off

Under the roadmap, you’ll see a Retesting Plan block.

We recommend a sane cadence (typically quarterly) and spell out what to focus on when you re-run the audit:

• Re-run the same prompts to track movement in AI visibility
• Compare engines directly (e.g. ChatGPT vs Perplexity vs Gemini)
• Pay special attention to themes where visibility is low but content activity is high

The goal is simple: AEO/GEO shouldn’t be a one-time project. It should be a repeatable cycle:

5. AI Visibility Pack: Evidence you can take upstairs

Finally, on the right you’ll see the AI Visibility Pack (Evidence Bundle).

This will become a downloadable pack you can share with your CMO/CEO, including:

• Executive summary of AI visibility scores
• Per-engine comparison charts and analysis
• The prioritised content actions with rationale
• Before/after metrics once retests are available
• Theme-by-theme visibility breakdown

In other words, everything you need to make the case that:

• AI answers are now a real channel
• You’re measuring it properly
• You have a credible plan to improve it

Why this matters

Most teams today are stuck between two unsatisfying extremes:

1. Traditional SEO tools that tell you about rankings and traffic, but nothing about AI answers; or
2. AI visibility tools that show where you appear in answers, but leave you to guess what to do next.

The Content Strategy output in Odyssiant is designed to sit in the middle:

• Grounded in real buyer journeys, themes and needs
• Informed by multi-engine AI visibility data
• Converted into a ranked, realistic roadmap your team can execute over the next quarter

If you’re investing in SEO, content and PR, this is how you make sure that spend actually turns into answers your buyers see and trust-not just another dashboard screenshot.