Zerve: Content That Ranks on Google and Gets Cited by AI
The Problem
Zerve builds a collaborative data science and AI development environment for enterprise teams. The product is genuinely technical, competing in a space alongside Jupyter, Databricks, Deepnote, and a growing field of AI-native tooling. The team had deep domain expertise and real customer wins. What they did not have was a content operation that could turn that expertise into discoverability.
The blog existed. It was not working. Organic search sessions from the blog over the prior 12 months totaled 291. Non-branded impressions, meaning people finding Zerve without already searching for the brand by name, were essentially zero.
The Work
For a technical product in a competitive category, search-optimized content has to earn its ranking twice: once with Google, and once with the AI answer engines (ChatGPT, Perplexity, Gemini) that a growing share of the target audience uses to research tools before they ever click a link. That requires different thinking than a standard SEO blog post. The content has to be genuinely authoritative, structured to answer the questions AI engines are trained to surface, and written at the level of fluency that data scientists and ML engineers would expect from a peer.
Over roughly 12 months, I produced 50+ pieces across several categories.
SEO and GEO-optimized long-form blog posts. Every piece was structured for organic performance: primary keyword in the H1 and first 100 words, secondary keywords distributed through the body, FAQ sections targeting featured snippet eligibility, meta descriptions optimized for click-through. The same structural decisions that help Google parse a page for ranking also help AI engines identify it as a credible source for citation.
Regular Cadence of Long-Form Content
A consistent publishing cadence of two or more posts per week, mixing SEO-driven guides under my byline with ghostwritten pieces under Zerve's executive team, keeping the blog active across multiple voices and topics.
Executive ghostwriting across multiple voices. Zerve's leadership has strong, distinct points of view on how data work is changing. Ghostwriting across product leadership, engineering, and the CEO meant each piece had to carry the appropriate technical fluency and read as that person's actual thinking, not a brand talking about its product. I studied each executive's writing style and personality to make it feel like it came from their own mind. Topics ranged from ML infrastructure to AI agent architecture to data governance and collaborative data science workflows. Ghostwriting for a technical audience means the post has to hold up whether a founder or a senior data scientist is reading it. These did.
Ghostwriting as Executives
Ghostwritten in the voice of Zerve's CPO, this blog post captures a real conversation from the Data Day podcast about what makes technical support relationships last, written to sound like it came straight from his mind.
Monthly user newsletter. Blog content written for search was also curated and adapted for Zerve's existing user base via a monthly newsletter built and managed in HubSpot, extending the reach of each piece beyond organic discovery.
Event content, product launches, social distribution. Hackathon recaps, conference wrap-ups, seed round coverage, LinkedIn copy, product announcement posts, and ongoing management of Zerve's LinkedIn and X accounts kept the content operation connected to what was actually happening at the company.
"Her high-quality work helped increase our visibility across search and AI platforms."
Rebecca Herson, Chief Marketing Officer, Zerve AI
The Results
Organic Search, Year Over Year
| Period | Blog Sessions from Google Organic |
|---|---|
| Mar 2024 to Mar 2025 | 291 |
| Mar 2025 to Mar 2026 | 1,856 |
| Change | +537.8% |
The Post That Moved Fastest
The blog post "AI Data Analysis Tools" was published January 20, 2026, written explicitly as an SEO and GEO asset: structured to rank for high-intent non-branded queries, authoritative enough to be cited by AI answer engines, genuinely useful to a working data scientist. Within roughly 8 weeks it became the single highest-traffic post on the blog, driving 700 organic sessions and 1,654 total sessions across all sources.
Quick Top Ranking on Google
Zerve's "10 Best AI Data Analysis Tools in 2026" ranking #2 on Google for the non-branded query "top ai data analysis tools," ahead of Domo and Julius AI.
AI Visibility
On the GEO side, a competitive AI visibility tool tracking brand mentions across AI chat engines showed Zerve ranked #2 in its category at 20.2% visibility, ahead of Deepnote, Jupyter, Hex Tech, Marimo, and Cursor. The spike in Zerve's AI visibility in late February 2026 corresponds directly to the period when that post was gaining traction.
Google AI Overview
10 Best AI Data Analysis Tools in 2026" ranking on Google's first page and earning an AI Overview citation for the query "top ai data analysis tools," driving 1,654 sessions in under 8 weeks
Top Performing Content (Total Sessions, Mar 2025 to Mar 2026)
| Post | Sessions |
|---|---|
| AI data analysis tools | 1,654 |
| Three new ways to build faster with Zerve | 328 |
| Hyperparameter tuning guide | 272 |
| How to detect fraud automatically at scale | 155 |
| Model validation: train-test splits and cross-validation | 147 |
| Why data work needs a different kind of agent | 138 |
| Evolution of data science environments | 136 |
“We brought Summer in at Zerve when we needed content that could actually drive organic search, and the results were hard to argue with. Blog traffic grew over 500% year over year, with individual posts ranking and pulling real traffic within weeks of publishing. She ran a complete content operation for us, learned the product deeply, and produced at the level of a full team. If you're an early-stage B2B company that needs content to perform, she's the person to call.” - Phily Hayes, Zerve Co-Founder & CEO
By the Numbers
50+ SEO-optimized blogs written
500% increase in organic blog traffic
394k total blog impressions
#2 AI visibility ranking in category
