The complete production content pipeline — the same architecture we run internally. Nine modules take a raw transcript or topic all the way to a script, avatar-video direction, thumbnail, blog post, short-form cuts, and a LinkedIn post — orchestrated by a state machine with approval gates, web-search fact-checking, voice enforcement, and idempotency-guarded publishing. Wired to your tools through 26 adapters. Built dual-platform — Claude or OpenAI.
Each module is a self-contained, teachable unit with its own prompt structure, config, and per-platform starter (Claude + OpenAI). Run the whole pipeline or any single module standalone.
| # | Module | Takes | Produces |
|---|---|---|---|
| 1 | Story Extraction | Raw transcript or topic | 5 ranked story angles via a 5-gate process + depth test + anti-repetition vs your published library |
| 2 | Script Writing | Chosen angle | 800-1000 word script, 6-part structure, source-verification table, 5-pass voice enforcement |
| 3 | Avatar Video Direction | Flat script | 12-18 scene direction file, delivery styles, B-roll cues, motion + voice-pacing, verbatim check |
| 4 | Thumbnail | Script + angle | Image-API prompt, mobile-first test, brand-color enforcement, 50+ banned-cliché filter, post-render vision check |
| 5 | Blog Production | Script + transcript | 1200-1500 word post, programmatic SEO verification (not model self-grading), readability math |
| 6 | Shorts | Long-form video | 5-7 cuts, viral-title regex + judge, banned-hashtag filter, scheduling stagger |
| 7 | Story + angle | Phase-aware post (by follower count), 9 hook patterns with rotation, no-URL + banned-phrase enforcement | |
| 8 | Quality Gates | Every artifact | Web-search fact-check (Anthropic native + Tavily fallback), cosine-similarity repetition check, voice-drift check |
| 9 | YouTube Comments | Published video + comments | Context-aware response agent with precision rules + escalation, full 1,400-line standalone blueprint |
Modules alone aren't a pipeline. This is the infrastructure that makes AI content production survive contact with real publishing — the part tools and courses leave out.
Pieces, stages, approvals, publications, audit log, daily-cost tracking. Idempotency-guarded publishing — a retry never double-posts. Parallel module execution after script approval.
Avatar, image, blog, social, notify, scheduler, source-intake. One interface, many implementations. Swap tools without rewriting the pipeline.
Interactive wizard writes your environment file and selects adapters by your budget tier and stack. First end-to-end run inside the first hour.
One command-line tool: run, status, approve, revise, costs, audit, list-pending, setup. Inbox auto-discovery. Daily budget enforcement that fails closed.
Organized by symptom. Every failure mode we've actually hit in production, with the fix. Plus a CLAUDE.md installer so an AI agent stands it up for you.
A complete fictional-brand example run through the modules so you see good output before touching your own. Then a 1:1 call to tune it to your brand voice.
From Stripe checkout to your first piece moving through the pipeline, in 5-7 business days. No project plan, no scope creep.
Secure checkout. Receipt + bundle delivery email within 1 business day.
Orientation doc maps the 9 modules + adapters to your stack and budget tier.
12 questions. It writes your .env and picks your adapters. ~15 min.
Run the worked example through the pipeline. Confirm the wiring. ~45 min.
Calendly link in the delivery email. We tune brand voice + stack live.
Drop your transcript in the inbox. Approve through the gates. Ship.
Stripe checkout. Bundle delivered within 1 business day. 30-minute walkthrough call included.
Buy the Content Operations Blueprint — $1,497The blueprint is the pipeline you run yourself. If you'd rather we run it for you, that's the Content Operations service.
Same pipeline, operated by us. We take your source material and ship the finished content on a cadence, with the brand-voice authoring and quality review handled. Tiered monthly engagements.
See the managed service →It is the complete production content pipeline as code: 9 modules that take a raw transcript or topic and produce a script, avatar-video direction, thumbnail prompt, blog post, short-form cuts, a LinkedIn post, and quality-gated, fact-checked output — orchestrated by a state machine with approval gates and idempotency-guarded publishing. It is not a course or a set of prompts. It is the actual pipeline architecture, with 26 tool adapters so you wire it to the tools you already use.
A tool gives you one output. A course gives you theory. This gives you the operational layer: state management, approval gates, web-search fact-checking, voice enforcement, anti-repetition against your published library, parallel module execution, cost guards, and an audit log. It is the infrastructure that makes AI content production survive contact with real publishing — the part tools and courses leave out.
None. Every external dependency is behind an adapter interface. Avatar video (HeyGen, Synthesia, D-ID, Argil, or record-yourself), image generation (DALL-E 3, Replicate, Midjourney, Pikzels), blog (WordPress, static Markdown, manual), social (Buffer, direct API, manual), notifications (Slack, email, Discord, Telegram, CLI), scheduling (cron, Windows Task Scheduler, GitHub Actions, Vercel). Pick the tier you can afford — the pipeline runs from roughly $20/month lean to about $398/month premium.
Both. Every module ships a Claude starter and an OpenAI starter. You choose your platform at setup; the 12-question setup questionnaire writes your environment file and selects adapters for you.
5 to 7 business days from purchase, delivered as a downloadable bundle plus a Calendly link for your 30-minute walkthrough. Ongoing run cost is your own LLM API spend plus whichever adapter tools you pick — roughly $20/month on a lean stack to about $398/month on a premium stack. There is no subscription to The Content Matrix; you run the pipeline on your own infrastructure with your own keys.
You need to be comfortable running Python from a terminal and pasting the blueprint into Claude Code or an equivalent AI coding assistant. The bundle includes a CLAUDE.md installer file so an AI agent can stand the pipeline up for you. The 30-minute walkthrough call is for adapting it to your brand voice and stack — bring your config and we tune it live.
The third-party tool subscriptions themselves (you bring your own HeyGen, WordPress, Buffer, etc.). LLM API spend. Done-for-you content production (that is the managed service, not the blueprint). Custom brand-voice authoring beyond the walkthrough call. This is the pipeline you run yourself.
Full no-questions-asked refund within 14 days of purchase. If you've installed the blueprint and it doesn't work for your stack — for any reason — email [email protected] within 14 days and we refund you in full.