ConflictCodex.com

AI-powered codex that diagnoses any conflict using one civilizational framework

Score: 7.7/10DZHard BuildReady to Spawn
Brand Colors

The Opportunity

Problem

Intellectuals and observers lack a coherent framework to diagnose why barbarity, conflict, and civilizational collapse manifest across seven unrelated geopolitical theaters with the exact same underlying causes.

Solution

A vector knowledge base containing hundreds of mapped events all reduced to the same 7 underlying causes. Paste an article or describe a situation and the system returns a rigorous diagnosis with direct citations from the codex, showing how current barbarity is structurally identical to previous collapses.

Target Audience

Muslim and Algerian intellectuals, geopolitical analysts, and civilizational thinkers in the Global South grappling with modern barbarity

Differentiator

RAG system deliberately grounded in a single non-Western civilizational framework instead of generic internet knowledge, preventing hallucination while serving Global South analytical needs.

Brand Voice

rigorous

Features

RAG Diagnostic Query

must-have65h

Paste text or describe event → get framework-based diagnosis with citations

Codex Browser

must-have40h

Searchable library of mapped historical and contemporary cases

Document Ingestion

must-have55h

Upload PDFs or long articles for automatic framework mapping

Pattern Visualization

must-have35h

See which of the 7 causes are most active across multiple conflicts

Scholar Workspace

must-have30h

Save queries, build personal knowledge graphs

Weekly Digest

nice-to-have25h

Automated email showing rising causes in chosen theaters

Citation Network Graph

nice-to-have50h

Visual graph of how cases reference each other through causes

Exportable Analysis

must-have30h

Structured markdown and PDF reports suitable for academic use

Community Contributions

nice-to-have45h

Verified scholars can add new mapped cases

Total Build Time: 375 hours

Database Schema

users

ColumnTypeNullable
iduuidNo
emailtextNo
expertise_tagstextYes
created_attimestampNo

codex_entries

ColumnTypeNullable
iduuidNo
titletextNo
contenttextNo
theatertextNo
framework_mappingtextNo
embeddingtextYes

user_queries

ColumnTypeNullable
iduuidNo
user_iduuidNo
query_texttextNo
diagnosis_resulttextYes
created_attimestampNo

Relationships:

  • user_id references users(id)

subscriptions

ColumnTypeNullable
iduuidNo
user_iduuidNo
tiertextNo
statustextNo

Relationships:

  • user_id references users(id)

API Endpoints

POST
/api/query

Accept text and return RAG diagnosis

🔒 Auth Required
GET
/api/codex/search

Vector similarity search across codex

POST
/api/ingest

Upload and chunk new document into vector store

🔒 Auth Required

Tech Stack

Frontend
SvelteKit + Tailwind
Backend
Python FastAPI
Database
PostgreSQL + pgvector
Auth
Clerk
Payments
Stripe
Hosting
Railway
Additional Tools
LangChainOpenAISentence-Transformers

Build Timeline

Week 1: Data model and initial codex population

55h
  • Seeded 80 high-quality mapped cases
  • pgvector setup

Week 2: RAG pipeline and query engine

65h
  • Retrieval + grounded generation system

Week 3: SvelteKit frontend and auth

50h
  • Query interface
  • Workspace UI

Week 4: Ingestion, graph, and reports

60h
  • Document upload pipeline
  • Export tools

Week 5: Polish, contributions, digest

45h
  • Admin moderation tools
  • Weekly email system
Total Timeline: 5 weeks • 350 hours

Pricing Tiers

Reader

$0/mo

5 queries/month

  • Limited queries
  • Public codex access

Scholar

$35/mo

None

  • Unlimited queries
  • Document ingestion
  • Workspace
  • Weekly digest

Archivist

$79/mo

None

  • All Scholar features
  • Contribution rights
  • Priority model access
  • Team seats

Revenue Projections

MonthUsersConversionMRRARR
Month 12209%$693$8,316
Month 61,85016%$10,360$124,320

Unit Economics

$27
CAC
$455
LTV
5%
Churn
78%
Margin
LTV:CAC Ratio: 16.9xExcellent!

Landing Page Copy

Ask Any Conflict: What Civilizational Disease Is This?

Our codex contains every major collapse event reduced to seven recurring causes. Get instant, cited diagnoses instead of generic AI hallucinations.

Feature Highlights

Grounded RAG Analysis
Massive Mapped Codex
Document-to-Framework Ingestion
Citation Network
Built for Serious Thinkers

Social Proof (Placeholders)

"'Replaced my entire research stack.' — Algerian geopolitical analyst"
"'The citations are actually useful — unlike ChatGPT.' — Senegalese academic"
"'Finally a tool that understands the Muslim world’s civilizational grammar.'"

First Three Customers

1. Seed the codex with contributions from 8 respected Muslim intellectuals in exchange for lifetime Archivist access and co-authorship credit on the landing page. 2. Run private Twitter Spaces with target audience demonstrating live diagnosis of current events and direct link to product. 3. Offer free Scholar access to active members of three major Global South geopolitics Telegram groups.

Launch Channels

ProductHuntTwitter/XLinkedIn Thought Leader groupsMuslim intellectual Telegram networksSubstack cross-promotion

SEO Keywords

civilizational collapse AIRAG geopolitical analysisunified theory of conflictframework based diagnosisglobal south think tank toolrecurring causes of barbarity

Competitive Analysis

Perplexity

perplexity.ai
Freemium
Strength

Fast general search

Weakness

No civilizational framework, frequent hallucinations

Our Advantage

Strict grounding in single proven framework

Academia.edu

academia.edu
Freemium
Strength

Huge paper repository

Weakness

Passive reading, no synthesis tool

Our Advantage

Active diagnostic synthesis engine

🏰 Moat Strategy

Curated high-quality vector dataset of framework-mapped cases continuously expanded by verified scholars creating a defensible data moat.

⏰ Why Now?

Explosion of LLM usage has highlighted how generic models fail at deep civilizational analysis while simultaneous crises have increased demand for coherent explanation.

Risks & Mitigation

technicalhigh severity

RAG quality fails to impress power users

Mitigation

Heavy manual curation of initial dataset and continuous human review of outputs

marketmedium severity

Intellectuals may distrust AI component

Mitigation

Emphasize 'grounded in human framework' positioning and show all citations

Validation Roadmap

pre-build10 days

Validate framework resonance with 25 target users

Success: Positive response rate >85%

mvp25 days

Closed beta with seeded codex

Success: Average 9+ queries per active user

launch30 days

Public launch with case studies

Success: 40 paid conversions in first 30 days

Pivot Options

  • White-label diagnostic engine for universities
  • Physical codex book series
  • Enterprise offering for policy research institutes

Quick Stats

Build Time
350h
Target MRR (6 mo)
$9,500
Market Size
$18.0M
Features
9
Database Tables
4
API Endpoints
3