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 — 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 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
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 audienceHow I See the State of Our Union
Directed — a cinematic civic film in the awe register the engine predicts will travel.
Awe over outrageI Will Win If You Believe
Written, directed, and cut on a news cycle — a national rapid-response political film.





One operator. The whole stack.
Cinematic production
Premium films owned end to end — 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 before it ships 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 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.