A modular system of specialized AI agents working in concert to take an idea from research to revenue. The full pipeline runs internally — what you see here is the public surface of a much deeper stack.
ENGINE 01
Research Engine
Where every product begins.
Aggregates sources at scale, validates claims, and synthesizes evidence into structured input the rest of the factory can build on.
Multi-source data aggregation
Real-time information retrieval
Fact verification and validation
Citation generation
Trend analysis
ENGINE 02
Positioning Engine
Sharpens the angle.
Defines the promise, the audience, the differentiation and the reason this title deserves to exist in the market today.
Audience and segment mapping
Promise and angle articulation
Differentiation analysis
Competitive landscape scan
Series fit and ladder logic
ENGINE 03
Outline Engine
Builds the architecture.
Translates the thesis into chapter structure, narrative sequence, and a learning flow that survives contact with a real reader.
Chapter and section hierarchy
Sequencing and pacing
Framework extraction
Knowledge structuring
Editorial spine validation
ENGINE 04
Drafting Engine
First complete pass.
Produces a first full draft from outline plus source material — coherent, on-voice, and ready for editorial pressure.
Multi-format generation
Tone and style adaptation
Narrative continuity
Source-grounded prose
On-brand voice control
ENGINE 05
Editing Engine
Tightens logic, voice and clarity.
Cuts what shouldn't survive. Catches contradictions, repetition, and weak transitions before a reader does.
Structural QA
Clarity and readability passes
Style consistency
Grammar and proofing
Plagiarism and accuracy checks
ENGINE 06
Packaging Engine
The product as an object.
Titles, subtitles, hooks, cover briefs, metadata, layout — the difference between a manuscript and a thing people buy.
Title and subtitle generation
Hook and promise distillation
Cover design briefs
Listing copy and metadata
Interior layout and formatting
ENGINE 07
Publishing Engine
Release-ready, every time.
Format conversion, version control, asset completeness and store-by-store readiness, coordinated as one workflow.
EPUB / PDF / Kindle export
Template application
Version control
Upload readiness checks
Multi-store publishing ops
ENGINE 08
Repurposing Engine
One book, many surfaces.
Atomizes the work into posts, threads, lead magnets, prompt packs, audiobooks, courses and companion assets.
Social content atomization
Lead magnets and samples
Audiobook and video adaptation
Prompt and template packs
Companion guides and worksheets
ENGINE 09
Distribution Engine
Right asset, right channel.
Routes the right piece of content to the right audience at the right time, across owned, earned and paid channels.
Multi-channel scheduling
Audience targeting
Email and funnel orchestration
Ad creative variants
Community and SEO surfaces
ENGINE 10
Optimization Engine
The factory learns.
Tests titles, hooks, pages and offers. Feeds performance data back upstream so the next product starts smarter than the last.
Title, cover and offer testing
Pricing and bundle experiments
Conversion analytics
Retention and LTV tracking
Closed-loop learning feedback
BEHIND THE CURTAIN
Ten public engines. Fifty internal systems.
Under each flagship engine is a tighter stack of specialized sub-systems — trend detection, demand validation, framework extraction, checkout optimization, founder dashboards. We surface the ten that matter to you.