Independent research & production lab · Est. 2026 · Colorado

We measure what resonates. Then we make it.

Seaward Labs is an independent research and production lab. We build a proprietary engine that predicts what content will spread before it ships. We’re the studio behind films and campaigns that have reached billions, organically.

Scroll · the surface
2.5B+
Organic impressions
directed
28.3M
Live-broadcast audience
for one film
1
Proprietary
resonance engine

What Seaward is

Two disciplines, one entity: a research lab that builds proprietary models for predicting what content resonates, and a production studio that turns those predictions into films and campaigns. The studio makes the work; the work teaches the model; the model sharpens the next work. A lab shaped like a tide.

The research

Greenhouse, a content-intelligence engine

Hand-built statistics, not an off-the-shelf model: ridge regression, cross-validated, with bootstrap confidence intervals and permutation importance. It scores a script or a cut for predicted resonance before a dollar is spent producing it. An instrument we own outright.

The studio

Cinematic & social, owned end to end

Premium films and platform-native social, run end to end by one operator, and built to ship on the order of a dozen films a year plus a steady social cadence.

One operator by design: no agency overhead, taste as the bottleneck instead of headcount, and AI carrying the repeatable work so the craft scales without a markup.

The engine

It reads the frequency before you
spend on the signal.

Most content is made on instinct and judged after it fails. Greenhouse inverts that. It learns which features of a piece—pacing, emotional arc, structure, language—actually drive how far it travels, then predicts the next one’s performance before it’s published. The thesis underneath it is simple: emotion is the distribution strategy. Read the frequency right and reach compounds.

75
Resonance
Predicted reach719K
Drag the six inputs. Each is a frequency in the water. The surface is their live interference; where they align, the swell rises. Illustrative of how Greenhouse scores a draft before a dollar is spent.
Selected work

A decade of work behind the lab.

The principal’s track record across national campaigns, brand films, documentary, and the software that scores and helps make them. Directed, produced, written, and built; the best of it seen by tens of millions.

Comcast · Winter Olympics

A cinematic brand film, produced to air live during NBC’s Olympic opening ceremony; the caliber the engine is built to predict.

28.3M live audience

Parallax · Partner Portal

A full creator platform—script, record, edit, render, and score for predicted resonance—architected and built in three weeks, nearly all of it solo.

Built in 3 weeks

How I See the State of Our Union

Directed. A cinematic civic film in the awe register the engine predicts will travel.

Awe over outrage
More selected work
In partnership with
CNN · Netflix · Hulu · National Geographic · TIME · Comcast · Nestlé Purina · Hillary for America · Team Kennedy · Unite America · City of Boulder · CU Boulder · Techstars · Noosa · Annie’s · Klean Kanteen · GoodBelly · SUPER AGE · Tangelo
What the lab does

One operator. The whole stack.

01

Cinematic production

Direction, scriptwriting, field filming, editing, color, and sound in one shop. No standalone production fees.

02

Social at volume

Platform-native vertical video produced at scale and tuned to emotional register. The kind that spreads on its own, not on paid reach.

03

Predictive content intelligence

The Greenhouse engine scoring work pre-publish and measuring it after, closing the gap between predicted and actual so the system keeps learning.

04

Rapid-response web

Landing pages, creator tools, and distribution surfaces stood up in days, not quarters. The same infrastructure our own campaigns run on.

Who runs it

Seaward Labs is the working entity of Jonathan Hiller—a founder, technologist, and content strategist who built and ran the organic-distribution engine for a national presidential campaign, produced a brand film that aired live during the Winter Olympics, and directed documentary work featured by National Geographic. The lab is where a decade of frameworks became instruments, and where production and prediction finally run as one system.

Contact

Bring the lab a problem
worth the instruments.