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 — from 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

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 — 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 for free.

Same news moment, two emotional strategies. A grievance-framed response earned 6 million views. The awe-framed cut we built earned 40 million — a 6.6-to-1 spread decided by emotional frequency, not ad budget.

Tested in the open · 2024 State-of-the-Union response · mechanism per Berger & Milkman, “What Makes Online Content Viral?” — J. Marketing Research, 2012

87
Resonance
Predicted reach834K
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 it ships.
Under the hood
Ridge regression·LOOCV λ-selection·500× bootstrap confidence·grouped permutation importance·D-optimal active learning·a 442-line video-intelligence layer.
Roughly a thousand lines of original statistical code inside a ~9,500-line application — three dependencies, authored solo, held by the lab as documented IP.
Selected work

A decade of work behind the lab.

The principal’s track record across national campaigns, brand films, and documentary — directed, produced, and written, and the caliber of film the engine is built to predict. Seen, among them, 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

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

I Will Win If You Believe

Written, directed, and cut on a news cycle — a national rapid-response political film.

More selected work
Brand work · through Hiller Visual, 2017–2024
Comcast · CNN · Nestlé Purina · Techstars · Klean Kanteen · Annie’s Homegrown · Noosa Yoghurt · Human Rights Campaign
What the lab does

One operator. The whole stack.

01

Cinematic production

Premium films owned end to end — 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 before it ships 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

Who runs it

Seaward Labs is the working entity of Jonathan Hiller — a director 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 — where production and prediction finally run as one system.

Contact

Bring the lab a problem
worth the instruments.