directed
for one film
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.
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.
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.
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.
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 audienceParallax · 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 weeksHow I See the State of Our Union
Directed. A cinematic civic film in the awe register the engine predicts will travel.
Awe over outrage





One operator. The whole stack.
Cinematic production
Direction, scriptwriting, field filming, editing, color, and sound in one shop. No standalone production fees.
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.
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.
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.