Internal Blueprint — v1.0

DoctoriumGP AI Operating System

A multi-agent architecture using Claude Code, ChatGPT, Manus, and InfraNodus to systematically collect intelligence, extract insights, build systems, and generate revenue across all DoctoriumGP verticals.

Author: Ade Whetton Date: 29 March 2026 Status: Active Products: Content Engine, ReadySet, TopSet, DoctoriumGP Clinic

01 — The StackYour AI Workforce

Four tools, each with a defined role. No overlap, no redundancy. Each one does what the others cannot.

CC

Claude Code

The builder. Writes code, creates pages, deploys systems, structures data, runs automations. This is where plans become real assets.

  • Landing pages and web apps
  • Email templates and outreach systems
  • Data structures and databases
  • Deployment to GitHub Pages
  • ReadySet + TopSet app development
GPT

ChatGPT

The strategist. Thinks through problems, writes copy, develops offers, creates frameworks. Best for open-ended thinking and content generation.

  • Marketing strategy and positioning
  • Ad copy and email sequences
  • Offer development and pricing
  • Competitive analysis
  • Content ideation and scripting
MN

Manus AI

The collector. Gathers data from the web, scrapes leads, extracts information, processes documents. Runs autonomously on tasks you assign.

  • Lead scraping (PT bios, clinic emails)
  • Competitor research
  • Market data extraction
  • Document processing
  • Bulk data gathering
IN

InfraNodus

The insight layer. Turns raw text into knowledge graphs, reveals hidden connections, identifies gaps in thinking, and generates new angles. Temporary tool — extract maximum value during free trial.

  • Knowledge graph visualisation
  • Gap analysis (what's missing?)
  • Theme clustering
  • Content opportunity mapping
  • Strategic blind spot detection

02 — The Core LoopCollect → Map → Decide → Build

Everything runs through this loop. Every project, every campaign, every product. The tools change but the loop doesn't.

Collect
Manus
Map
InfraNodus
Decide
ChatGPT
Build
Claude Code
Deploy
GitHub Pages / Vercel

How to use InfraNodus without ongoing cost

InfraNodus has a 14-day free trial. The plan is to extract all strategic value during those 14 days (knowledge graphs, gap analysis, content maps) and save outputs permanently to your local filesystem. After the trial, you keep the insights — you just lose the tool. That's fine. The insights are what matter.

03 — Current Tech StackWhat's Already Built

You don't need new infrastructure. You have a production-grade stack across three products.

Product Stack Status Revenue Model
Content Engine Vite + React 19 + Tailwind + Framer Motion Live £497 / £997 / £297/mo
Content Engine Portal 21 static HTML files (client workspace) Live Included with service
ReadySet Next.js 14 + Supabase + Stripe In Dev £2.99/mo Pro, £5.99/mo Family
TopSet Next.js 14 + Supabase + Stripe In Dev £9.99/mo Pro
Health Dashboard TypeScript + Vite + Drizzle ORM + Node.js In Dev B2B PT partnerships
DoctoriumGP Clinic Shopify + Meta Ads + Publer Live £99 consults, HRT, BTL, aesthetics

You do NOT need React + Python + GCS + Firebase + Cloud Run

The "Data Jarvis" video architecture is for scaling a SaaS to thousands of users with complex backend processing. Your current stack (Next.js + Supabase + Stripe) already covers frontend, backend, realtime, auth, storage, and payments. Add infrastructure complexity only when you have revenue and user volume that demands it.

04 — The Five SystemsRevenue-Linked Pipelines

Each system has a defined input, processing layer, output, and revenue connection. These are not theoretical — they map to your existing products and priorities.

System 1: Knowledge OS

Turn 30,000+ nodes of scattered information into a structured, searchable intelligence base.

InputChatGPT exports (869 convos), iOS notes, TikTok saves, strategy docs, website copy, Manus extracts
InfraNodusUpload in themed batches. Ask: "What are the main clusters, and what connections are missing?"
ChatGPTIdentify top 5 themes, gaps, new product ideas, marketing angles. Rank by revenue potential.
Claude CodeBuild structured markdown knowledge base with categories, subcategories, searchable navigation page.
Revenue linkBetter decisions, faster execution, no repeated work across sessions.

System 2: PT Referral Engine

Automated pipeline turning personal trainers into paid referral partners for DoctoriumGP services.

InputManus scrapes PT websites, bios, Instagram captions. Output: CSV with name, email, niche, language style.
InfraNodusUpload PT bios + posts. Find what they talk about vs what they ignore (menopause, pelvic floor, hormones = gaps).
ChatGPTSegment by niche. Create 3 outreach angles, 3 landing page hooks, 3 offers. Write email sequences.
Claude CodeBuild: landing page, 4-email sequence, CRM intake, referral tracking. Deploy to GitHub Pages.
Revenue link£25 per referral. 106 BTL clinic emails already drafted. PT partnership site already built.

System 3: Content Gap Engine

Find what nobody else is saying, then say it first. Permanent competitive advantage in content.

InputYour posts, competitor posts, podcast transcripts (Attia, Huberman), audience comments/questions.
InfraNodusFind saturated topics vs missing combinations. Identify audience pain clusters.
ChatGPTCreate: 10 TikTok hooks, 5 ad concepts, 3 lead magnets, 3 digital product ideas.
Claude CodeBuild: content database, posting calendar, script templates, ad variations. Content Engine integration.
Revenue link325 Publer posts already scheduled. Content Engine sells for £497-£997. Feeds all ad campaigns.

System 4: Product Engine

Systematically identify and create new revenue streams from existing knowledge and services.

InputAll services, symptoms, treatments, supplements, patient pathways.
InfraNodusFind product bundle combinations, cross-sell opportunities, unexplored service combinations.
ChatGPTDesign bundles, digital products, high-ticket offers. Price and position each.
Claude CodeBuild: Shopify product pages, funnels, checkout flows, upsell sequences.
Revenue linkMenopause consults (£99), EMSella, body sculpting, supplement bundles, digital courses.

System 5: Lead Intelligence Engine

Turn raw lead data into segmented, personalised outreach that converts.

InputBTL clinic data (106 emails), PT leads, corporate HR contacts, wellness businesses.
InfraNodusAnalyse lead language patterns, identify positioning opportunities, find messaging gaps.
ChatGPTSegment leads. Write personalised outreach per segment. Create follow-up sequences.
Claude CodeBuild: email templates with copy-to-clipboard, CRM pipeline, tracking dashboard.
Revenue linkMulti-vertical outreach (20 templates ready), 51 lead reply drafts ready, Klaviyo automation.

05 — InfraNodus Extraction14-Day Maximum Value Plan

You are not "using a free trial". You are strip-mining a tool for permanent strategic value. Every output gets saved locally and never needs InfraNodus again.

Recommended tier: Advanced (€32/month) — cancel before day 14

Basic tier has limited API/MCP access. Advanced includes API access and commercial use rights. Start the trial, extract everything, cancel. Total cost: £0.

  1. Days 1-2: Master data dump. Upload everything: website copy, iOS notes, chat exports, TikTok ideas, service descriptions, product ideas, patient problems. Don't organise — just dump. Ask: "What are the main clusters, and what connections are missing?" Save all graph outputs and text summaries.
  2. Days 3-4: Business model extraction. Upload: services, pricing, treatments, supplements. Ask: "What combinations create new product or service opportunities?" This is where bundles and new revenue streams emerge.
  3. Days 5-6: Content domination. Upload: your posts, competitor content, podcast transcripts, audience comments. Ask: "What topics are saturated and what gaps exist?" This gives you viral hooks, ad angles, authority positioning.
  4. Days 7-8: Customer psychology. Upload: symptoms, patient concerns, menopause issues, weight loss struggles, forum posts. Ask: "What are the key emotional and behavioural patterns?" This fuels ads, landing pages, and offer positioning.
  5. Days 9-10: Lead intelligence. Upload: PT bios, gym websites, wellness business descriptions, corporate wellness pages. Ask: "What messaging gaps exist in this market?" This gives you outreach angles and positioning edge.
  6. Days 11-12: Strategy consolidation. Upload everything combined. Ask: "What are the highest leverage opportunities across all data?" This is your master strategy output.
  7. Days 13-14: Final harvest. Generate: 20 product ideas, 20 content angles, 10 business models, 10 positioning strategies. Save everything. Cancel trial.

Where to save outputs

Folder Structure /infranodus-extraction/ 01-core-themes/ ← graphs + cluster summaries 02-content-gaps/ ← saturated vs missing topics 03-product-ideas/ ← bundle opportunities 04-market-insights/ ← customer psychology + language 05-lead-intelligence/ ← outreach positioning 06-strategy/ ← master consolidated output

After each InfraNodus session

Paste the output into ChatGPT with: "Convert this into executable strategy" — then bring the strategy to Claude Code with: "Build this". That's the loop. Collect → Map → Decide → Build.

06 — Product RoadmapThree Products, One System

Content Engine, ReadySet, and TopSet are connected by the same AI OS. Each feeds the others.

CE

Content Engine

Going to Market

  • Target: ~500 users
  • Stack: Vite + React 19 + Tailwind
  • Revenue: £497 / £997 / £297/mo
  • Sales site live, portal built
  • Gemma briefing complete
  • 325 Publer posts scheduled
RS

ReadySet

In Development

  • A-Level revision app (Biology, Chemistry, Maths)
  • Stack: Next.js 14 + Supabase + Stripe
  • Revenue: £2.99/mo Pro, £5.99/mo Family
  • Spaced repetition engine built
  • 20+ question bank files
  • Auth + payments integrated
TS

TopSet

In Development

  • KS3/GCSE/A-Level learning platform
  • Stack: Next.js 14 + Supabase + Stripe
  • Revenue: £9.99/mo Pro
  • 53 question bank files
  • Broader subject coverage
  • Same infrastructure as ReadySet

The Funnel Connection

Traffic
Content Engine
Capture
ReadySet / TopSet
Monetise
DoctoriumGP

07 — Execution PromptsCopy-Paste Ready

Drop these directly into the relevant tool. No modification needed.

InfraNodus — First Analysis

Paste into InfraNodus after uploading your data What are the main thematic clusters in this data? What concepts are weakly connected that should be linked? What topics are completely missing? What is the single biggest gap in my thinking?

ChatGPT — Convert Insights to Strategy

Paste InfraNodus output + this prompt Here is the output from my InfraNodus knowledge graph analysis: [PASTE OUTPUT HERE] Do the following: 1. Identify the top 5 actionable themes 2. Identify the 3 biggest gaps (missed revenue opportunities) 3. For each gap, suggest: a product, a campaign angle, and an outreach message 4. Rank everything by revenue potential (highest first) 5. Give me 3 things I should build this week in Claude Code

Claude Code — Build from Strategy

Paste ChatGPT strategy output + this prompt Here is my strategy brief from ChatGPT based on InfraNodus analysis: [PASTE STRATEGY HERE] Build the top-priority item. Deploy to GitHub Pages. Use the existing DoctoriumGP dark premium aesthetic. Include copy-to-clipboard on any email content. Make it mobile-responsive.

Manus — Data Collection

Paste into Manus for lead gathering Scrape UK personal trainers who specialise in: - Women's health - Menopause / midlife - Strength training for over 40s - Postnatal fitness For each, extract: - Name - Email - Website URL - Instagram handle - Bio / specialty description - Location Output as CSV with headers. Target: minimum 200 leads.

08 — Weekly Operating RhythmThe Repeating Loop

Once the 14-day InfraNodus extraction is complete, this is your ongoing operating cadence.

M

Monday

Manus collects: new leads, transcripts, competitor pages, saved ideas.

T

Tuesday

Review data. ChatGPT analyses and prioritises. Decide what to build.

W

Wednesday

Claude Code builds: pages, automations, email systems, app features.

T

Thursday

Claude Code continues building. Deploy completed assets.

F

Friday

Review results. What got clicks? Replies? Revenue? Feed back into Monday.

09 — Operating RulesNon-Negotiable Principles

  1. Speed over perfection. Ship first, refine later. A live page that's 80% right beats a perfect page that's still in drafts.
  2. Everything must touch revenue. If a task doesn't connect to money within 2 steps, deprioritise it.
  3. Don't build without insight. Always run through the Collect → Map → Decide loop before building. Otherwise you're guessing.
  4. Don't collect without structure. Data without organisation is just noise. Save everything in the right folder with clear naming.
  5. One tool per job. Claude Code builds. ChatGPT thinks. Manus collects. Don't ask a tool to do another tool's job.
  6. Always loop. This is not a one-time exercise. Every week: collect, analyse, decide, build, review, repeat.
  7. Extract, don't subscribe. For tools like InfraNodus: extract all value during trial, save outputs permanently, cancel. The insights are yours forever.