Foundational AI Lab · Marketing & SEO

We build the structure
that ambitious AI grows on.

Pergola Studio is a foundational AI lab. We design vertically specialized, distilled models for marketing and SEO that are an order of magnitude more efficient than the state of the art - and ship them as the core technology inside the products we build.

10×
cheaper inference vs. frontier models, at the quality that matters
100M+
users reached by our founder's last company
$100M+
ARR built before - a unicorn outcome
3
products already climbing the platform

01 - The tension we're resolving

State-of-the-art models are impressive.
At scale, they're margin-dilutive.

Today's frontier models produce remarkable results - but at a unit cost that quietly erodes the margins of every SaaS business built on top of them. Worse, that cost ceiling makes it impractical to run the AI-driven performance feedback loops that would make those products compound.

Pergola Studio exists to break that trade-off. We research and train small, fast, vertically specialized models that hold their quality where it matters and drop the cost everywhere else - so AI stops being a line-item to ration and becomes an engine you run everywhere, continuously.

02 - The lab

A world-class Foundational AI Lab, from research to production.

The lab owns a family of vertically specialized distilled models for marketing - from the research question all the way to the production endpoint. It is the company's core technology.

Research

Define the frontier

Setting the research direction: which capabilities to distill, which architectures to bet on, where efficiency buys the most leverage.

Train

Fine-tune & distill

Designing and fine-tuning cost-efficient, scalable models - the full lifecycle: training, scaling, and monitoring.

Evaluate

Prove it holds

The evaluation and observability that let us trust a small model in production the way we'd trust a frontier one.

Ship

Deploy at scale

Infrastructure, deployment, and optimization - turning research artifacts into fast, reliable endpoints called millions of times.

03 - The portfolio

One lab. Three products growing on it.

Pergola Studio builds the platform-level AI. Our operating companies are where it ships first - each a real product with real users, climbing the same structure.

Product descriptions are drafts - tell us what to sharpen.

04 - About the studio

Efficient AI is a growth channel, not a cost center.

Marketing and SEO are where AI economics bite hardest: the winning play is to generate, test, and rewrite constantly - every headline, every landing page, every meta description, every keyword cluster. On frontier pricing that loop is a luxury. On Pergola Studio's distilled models it's the default.

We build vertically specialized models for the marketing stack: SEO content generation, on-page optimization, ad and email copy, creative variation, and the ranking-and-evaluation systems that decide what actually performs. That specialization is the whole point - a model that only has to be excellent at marketing can be small, and small is what makes continuous optimization economically free.

05 - Voices (draft)

What the models unlock.

PageKiss rewrites our landing pages nightly now. Per-page inference cost dropped by an order of magnitude - and conversion followed.
Growth Lead · PageKiss
The distilled models hold frontier-level quality on our marketing tasks at a fraction of the cost. That changes what you can afford to run.
Applied Researcher · AlpacaRelay
Continuous optimization used to be a budget conversation. Now it's just how the product works.
Product Lead · Pergola Studio

Placeholder testimonials - swap in real quotes when ready.

06 - Leadership

A team that has done this before.

The studio is led by people who have built and operated products at global scale - and are now setting out to build something ambitious with a small, elite team.

Borya Shakhnovich
Borya Shakhnovich CEO

Previously co-founded and scaled a global SaaS company to 100M+ users, $100M+ in annual revenue, and unicorn status. Sets the vision and research direction of the lab.

LinkedIn ↗
Rob Sobecki
Rob Sobecki COO

Operating leader who turns the lab's technology into a business - owning go-to-market, commercial strategy, and day-to-day execution across the portfolio.

LinkedIn ↗

Careers

We're hiring across the studio.

Engineers and researchers who want to own core technology from day one - building AlpacaRelay and the efficient models underneath it.

View open roles →