case_01 · AI content factory

Virality Bomb: AI video for $0.30 instead of $10

We built the AI content factory behind Virality Bomb, our sister project — a turnkey production line on direct model APIs that cuts the cost per video by up to 98% for companies using Higgsfield at scale, while keeping their marketing data in-house.

−97%: cost per video ($0.30 vs. ~$10)
$10 → $0.30: per video vs. Higgsfield
In-house: storage & marketing analytics

Client: Virality Bomb (sister project)
Service: AI Content Factory
Scope: Turnkey production pipeline
Data: Kept in the client's environment

Overview

Virality Bomb is our sister project. It builds AI content production for companies that create video at volume. Many of these teams used Higgsfield at corporate scale: convenient, but at around $10 per video the bill grew with every campaign — and prompts, briefs and performance data lived on an external platform.

The challenge

Bring the cost per video down from around $10 without losing quality
Keep prompts, briefs, assets and marketing analytics inside each client's environment
Make production scalable — hundreds of videos without hundreds of manual steps

What we built

We built a turnkey AI content factory: custom integrations with generation model APIs instead of a reseller platform, an automated pipeline from brief to finished video, and storage plus analytics running locally in the client's infrastructure. Virality Bomb now deploys this factory for its clients.

How we got there

Cost audit
Broke down real production volumes and the cost per video on Higgsfield to find where the markup was.
Direct API integration
Connected the generation models directly through custom APIs, with routing to the best price/quality option per task.
Pipeline & automation
Built brief-to-video workflows: prompt templates, brand presets, batch generation, queues and automatic retries.
In-house deployment
Deployed storage, the asset library and marketing analytics inside the client's environment — nothing leaves it.

Stack

Video model APIs
Image model APIs
Python
n8n
Queue workers
S3-compatible storage
On-prem deployment

The outcome

Up to 98% cheaper

From around $10 per video on Higgsfield to $0.20–0.40 — 25 to 50 times less per clip.

Data stays inside

Prompts, briefs, assets and marketing analytics remain in the client's own environment.

Scales without the bill

At 1,000 videos a month that's roughly $9,600–9,800 saved — every single month.

// Built together with Virality Bomb, a pavlab sister project — the same factory is available for your team.

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