To AI, you look like your competitors.
If asked 'Best GPU cloud for AI workloads', AI responds with a list of similar options.
You become just another option.
GEO FOR AI & DEVELOPER PLATFORMS
How do you show up when Devs, CTOs, and Architects ask AI?
Before they read your docs, open your website, or book a demo, they've already got a shortlist from AI. We make sure you're on it. And framed right.
AI flattens the category.
Your differentiation disappears.
You have the content. AI can't use it.
Docs, blogs, architecture guides, case studies - all there. But AI can't tell which piece answers which buyer question.
Your content was built for reading - not for recommendation.
AI doesn't just list options - it picks winners.
One or two platforms get framed as the best fit, with clear reasons. The rest? Just alternatives.
If you're not the pick, you're barely considered.
Different AI models flatten differently.
Most GEO tools test in ChatGPT, Gemini, and Perplexity.
Are your users using Claude?
Some models compress harder than others.
They don’t all narrow a category the same way. Some converge fast on a few names. Others preserve more ambiguity.
Each model has its own logic of proof.
One rewards comparisons. Another rewards authority. Third rewards specificity. What works in one does not work in another.
Different model logic creates different winners.
The same buyer query can lead to different recommendations because the models do not retrieve, read, or rank the market the same way.
How we help you win in AI search
AI Positioning Audit
We establish how AI engines understand your company, which competitors appear beside you, and where your strongest use cases are being missed or misframed.
This shows exactly where the visibility and positioning gaps are.
Content Engineering
We reshape your website, docs, comparison pages, and external proof so AI engines can connect your product to the right buyer questions.
Not more content. Clearer positioning, sharper answers, stronger authority.
Continuous Improvement
We track how your brand appears in AI answers, which prompts you win, where competitors outrank you, and how the framing changes over time.
We scale what works and adjust what does not.
How we work
- Positioning: clarify the product, use cases, and technical buyers you need to win. Align the narrative to how developers, platform teams, and AI teams evaluate solutions.
- Prompt design: Build the prompt set around real workflows, jobs to be done, and buying questions.
- Audit: Test how Claude, ChatGPT, Gemini, and Perplexity describe your platform.
- Action plan: Identify where your product is missing, misunderstood, or framed too broadly.
- Improve content and signals: Refine docs, product pages, comparison pages, and third-party proof.
We work alongside your team
Most platform companies already have developer relations, content, and marketing people doing good work. We don't replace them. We add the layer they don't have. Someone focused entirely on how AI engines understand, describe, and recommend your product.
We are platform architects turned GEO specialists. Our founding team comes from Cisco, IBM, Nokia, Amazon and Infinera, with decades of building systems at scale before we started building this.
See how AI currently describes your platform
We start with an audit. We test structured prompts across your buyer personas and their actual questions, across Claude, ChatGPT, and Gemini. It shows you exactly where you appear, how you're framed, and where your competitors are winning the recommendation.
Request an Audit