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Product Requirements Document (PRD)

Build an autonomous AI-powered blog generation platform that creates high-quality, research-backed, long-form content (2,000-3,000 words) that reads as human-written first-person narratives. The system will conduct real-time research, include data-driven calculations, and produce genuinely valuable content indistinguishable from expert human writers.

May 2, 2026
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Product Requirements Document (PRD)

AI Blog Generator Platform

Executive Summary

Build an autonomous AI-powered blog generation platform that creates high-quality, research-backed, long-form content (2,000-3,000 words) that reads as human-written first-person narratives. The system will conduct real-time research, include data-driven calculations, and produce genuinely valuable content indistinguishable from expert human writers.


Product Vision

Mission: Create an AI platform that doesn't just generate content—it conducts research, performs analysis, and writes authoritative articles that provide genuine value to readers while maintaining a distinct human voice.

Differentiation: Unlike generic AI writers, this platform:

  • Conducts live web research for every article
  • Includes real calculations and data analysis
  • Writes in first-person with personality and opinion
  • Creates content that passes AI detection
  • Generates comprehensive 2,000-3,000 word pieces
  • Builds thematic content collections

Target Users

  1. Solo Content Creators — Build authority blogs without writing
  2. Marketing Teams — Scale content production with quality
  3. Niche Site Builders — Create topical authority sites
  4. Thought Leaders — Generate research-backed thought leadership
  5. SEO Professionals — Create search-optimized comprehensive content

Core Features & Requirements

Phase 1: Foundation (Weeks 1-2)

Goal: Basic platform with authentication and simple generation

Features:

  1. User Authentication

    • Email/password login
    • Role-based access (admin/editor)
    • Session management
  2. Basic Blog Generation

    • Topic input
    • Single AI call generation
    • 500-800 word output
    • Markdown formatting
  3. Content Management

    • Draft/Published status
    • Basic editing interface
    • Slug generation
  4. Database Schema

    • Users, Blogs, Themes tables
    • Generation history tracking

Success Criteria:

  • User can log in and generate a basic blog
  • Content saves to database
  • Can view and edit generated content

Phase 2: Research Engine (Weeks 3-4)

Goal: Add real-time research capabilities

Features:

  1. Web Search Integration

    • Brave Search API integration
    • 10-15 relevant sources per article
    • Source credibility scoring
    • Automatic citation insertion
  2. Research Summarization

    • Extract key statistics
    • Identify expert quotes
    • Find recent developments
    • Compile data points
  3. Research Storage

    • Save research per generation
    • Reusable research across articles
    • Source library building

Success Criteria:

  • Generated blogs include 5+ cited sources
  • Research happens automatically pre-writing
  • Sources are authoritative (news, .edu, .gov, established blogs)

Phase 3: Advanced Writing Engine (Weeks 5-6)

Goal: Long-form, human-like content with personality

Features:

  1. Multi-Stage Generation Pipeline

    Research → Outline → Introduction → Sections → Conclusion → Edit
    
  2. First-Person Voice Options

    • Persona selection (Expert, Experienced, Curious, Skeptical)
    • Tone calibration (Conversational, Authoritative, Friendly)
    • Opinion injection (takes stances, expresses preferences)
  3. Variable Length Control

    • Short: 800-1,200 words (quick guides)
    • Medium: 1,500-2,000 words (standard articles)
    • Long: 2,500-3,500 words (comprehensive guides)
    • Epic: 4,000+ words (pillar content)
  4. Anti-AI Detection

    • Perplexity variation
    • Burstiness in sentence structure
    • Personal anecdotes injection
    • Idiomatic expressions
    • Imperfections (occasional fragments, rhetorical questions)
  5. Content Elements

    • Compelling hooks
    • Storytelling arcs
    • Counter-arguments
    • Personal opinions
    • Calls to action
    • Reader engagement questions

Success Criteria:

  • Passes AI detection tools ( originality.ai, GPTZero)
  • Reads as genuine first-person perspective
  • 2,000+ word outputs consistently
  • Includes opinions and personality

Phase 4: Calculations & Data (Weeks 7-8)

Goal: Include interactive calculations and data analysis

Features:

  1. Embedded Calculators

    • Compound interest calculator
    • ROI calculator
    • Savings rate calculator
    • Mortgage/rent vs buy calculator
    • FIRE number calculator
  2. Data Visualizations

    • Auto-generated charts
    • Comparison tables
    • Progress trackers
    • Scenario comparisons
  3. Real-Time Data Integration

    • Stock prices (via Yahoo Finance API)
    • Interest rates
    • Inflation data
    • Market indices
  4. Example Scenarios

    • "What if you invested $500/month starting at 25?"
    • "Compare 6% vs 8% returns over 30 years"
    • "Cost of waiting 5 years to invest"

Success Criteria:

  • Articles include 2-3 interactive calculators
  • Real data is current (within 24 hours)
  • Calculations are accurate and cited
  • Visual elements enhance understanding

Phase 5: Theme Collections (Weeks 9-10)

Goal: Build topical authority through series

Features:

  1. Theme Management

    • Create content themes (e.g., "FIRE Movement", "Debt Freedom")
    • Define theme parameters (tone, audience, keywords)
    • Auto-suggest related topics
  2. Series Generation

    • Generate 5-10 article series on a theme
    • Internal linking between articles
    • Progressive complexity (beginner → advanced)
    • Content calendar scheduling
  3. Topical Authority Building

    • Cover all aspects of a topic
    • Cornerstone/pillar content strategy
    • Supporting article clusters
    • Auto-generated hub pages
  4. Content Variety Within Themes

    • "How to" guides
    • "Mistakes to avoid" warnings
    • "Case studies" and examples
    • "Deep dive" explainers
    • "Latest trends" updates

Success Criteria:

  • Can create 10-article series with one click
  • Articles interlink naturally
  • Complete topic coverage
  • Hub page auto-generates with series

Phase 6: Media & Enhancement (Weeks 11-12)

Goal: Rich media integration

Features:

  1. Image Integration

    • Unsplash API for stock photos
    • AI image generation (DALL-E/Stable Diffusion)
    • Chart/image placement optimization
    • Alt text generation
  2. Video Scripts

    • Generate YouTube video scripts from articles
    • Timestamp suggestions
    • Visual direction notes
  3. Social Media Assets

    • Twitter thread generation
    • LinkedIn post variants
    • Instagram caption creation
  4. SEO Optimization

    • Automatic keyword research
    • Meta title/description generation
    • Header tag optimization
    • Internal linking suggestions

Success Criteria:

  • Each article has 3-5 relevant images
  • Social variants generated automatically
  • SEO score 90+ on clearscope/surfer

Phase 7: Automation & Scheduling (Weeks 13-14)

Goal: Autopilot content creation

Features:

  1. Scheduled Generation

    • Queue up topics in advance
    • Auto-publish on schedule
    • Content calendar view
  2. Trend-Based Auto-Generation

    • Monitor Google Trends
    • Auto-generate content on trending topics in niche
    • News-reactive content creation
  3. Content Refresh

    • Identify outdated articles
    • Auto-update with new data
    • Republish with "Updated" label
  4. Email Newsletter

    • Auto-compile weekly digest
    • Subscriber management
    • SendGrid/Mailgun integration

Success Criteria:

  • Can schedule 30 days of content
  • Auto-publishes without intervention
  • Newsletter sends automatically

Technical Architecture

Stack

  • Frontend: Next.js 16, TypeScript, Tailwind CSS
  • Backend: Next.js API Routes, SQLite (local), PostgreSQL (production)
  • Auth: NextAuth.js
  • AI: OpenRouter (Kimi 2.5, GPT-4, Claude access)
  • Search: Brave Search API
  • Images: Unsplash API, DALL-E API
  • Data: Yahoo Finance API, FRED API (economic data)
  • Hosting: Vercel (frontend), Railway/Render (backend + DB)

Database Schema

-- Users
users (id, email, name, password_hash, role, created_at)

-- Themes/Collections
themes (id, name, slug, description, keywords, tone, target_audience, 
        settings, content_strategy, created_by, created_at)

-- Blogs
blogs (id, title, slug, excerpt, content, status, author_id, theme_id,
       seo_title, seo_description, keywords, featured_image, images,
       sources, calculations, word_count, reading_time, generated_by,
       ai_detect_score, published_at, created_at, updated_at)

-- Research Cache
research (id, query, sources, summary, data_points, created_at, expires_at)

-- Generations
generations (id, blog_id, theme_id, prompt, model, status, output, 
             cost, tokens_used, research_used, error, created_at, completed_at)

-- Scheduled Content
scheduled_content (id, blog_id, scheduled_for, status, published_at)

-- Media Library
media (id, type, url, alt_text, source, generated_by, created_at)

AI Pipeline Flow

1. USER INPUT
   └── Topic, theme, length, tone preferences

2. RESEARCH PHASE (2-3 min)
   ├── Web search (10-15 queries)
   ├── Extract key data points
   ├── Find statistics and quotes
   ├── Compile source list
   └── Store research cache

3. OUTLINE PHASE (30 sec)
   ├── Generate H2/H3 structure
   ├── Plan word count per section
   ├── Identify calculator opportunities
   └── Determine image placement

4. WRITING PHASE (5-8 min)
   ├── Generate hook/intro (200-300 words)
   ├── For each section:
   │   ├── Write content (300-500 words)
   │   ├── Include research citations
   │   ├── Add personal opinion
   │   └── Insert relevant data
   ├── Generate conclusion (150-200 words)
   └── Add CTAs and engagement

5. ENHANCEMENT PHASE (1 min)
   ├── Add markdown formatting
   ├── Insert calculator placeholders
   ├── Optimize for readability
   ├── Check AI detection score
   └── Final edit pass

6. OUTPUT
   └── Full article + metadata + sources

Quality Standards

Content Requirements

  • Length: 2,000-3,000 words (default), 800-5,000 (range)
  • Research: Minimum 5 authoritative sources cited
  • Calculations: 2-3 interactive calculators per financial article
  • Images: 3-5 relevant images with alt text
  • Originality: <30% AI detection probability
  • Readability: Flesch-Kincaid 50-70 (8th-10th grade)
  • SEO: Target keyword density 1-2%, LSI keywords included

Voice & Tone Standards

  • First-person singular (I, me, my, mine)
  • Conversational but knowledgeable
  • Occasional informality (contractions, colloquialisms)
  • Personal opinions and preferences stated
  • Imperfections allowed (sentence fragments, rhetorical questions)
  • Enthusiasm and personality

Anti-AI Markers

  • Variable sentence length (short punchy + long complex)
  • Personal anecdotes and examples
  • Transitional phrases ("But here's the thing...", "Look, I get it...")
  • Imperfections ("Kind of", "sort of", "you know?")
  • Cultural references
  • Opinions and bias
  • Self-correction ("Actually, let me rephrase...")

Monetization Strategy

Pricing Tiers

Free (Hobby)

  • 3 generations/month
  • 1,000 words max
  • Basic research
  • Community support

Starter ($29/month)

  • 20 generations/month
  • 2,500 words max
  • Full research
  • Email support

Professional ($79/month)

  • 50 generations/month
  • 5,000 words max
  • Priority research
  • Theme collections
  • API access
  • Chat support

Agency ($199/month)

  • Unlimited generations
  • Unlimited length
  • White-label option
  • Team collaboration
  • Dedicated support
  • Custom integrations

Competitive Analysis

FeatureMachined.aiJasperOur Platform
Research✅ Live web
Length2,000+ wordsVariable2,000-3,500
Human voice⚠️⚠️✅ First-person
Calculations✅ Interactive
AI Detection✅ Anti-detection
Themes✅ Advanced
Real-time data✅ Live APIs
Price$49/mo$49/mo$29-79/mo

Success Metrics

Technical KPIs

  • Generation success rate: >95%
  • Average generation time: <10 minutes
  • Uptime: 99.9%
  • API response time: <2 seconds

Content KPIs

  • AI detection pass rate: >80%
  • Average word count: 2,200+
  • Sources per article: 5+
  • User satisfaction: >4.5/5

Business KPIs

  • Monthly active users: 1,000 (Year 1)
  • Paid conversion rate: 5%
  • Churn rate: <5%/month
  • LTV:CAC ratio: >3:1

Risk Mitigation

Technical Risks

  • AI API downtime: Multi-provider fallback (OpenRouter)
  • Rate limiting: Queue system with retries
  • Data loss: Daily backups, version control

Content Risks

  • AI detection: Continuous model refinement
  • Factual errors: Source verification layer
  • Copyright: Original content generation only

Business Risks

  • Competition: Continuous innovation, unique features
  • AI regulation: Transparency about AI usage
  • Cost increases: Efficient token usage, caching

Implementation Timeline

PhaseDurationKey Deliverable
1. Foundation2 weeksWorking prototype
2. Research2 weeksResearch engine
3. Writing2 weeksLong-form content
4. Calculations2 weeksInteractive elements
5. Themes2 weeksCollection system
6. Media2 weeksRich content
7. Automation2 weeksAutopilot mode
Total14 weeksFull platform

Next Steps

  1. Approve PRD — Review and finalize requirements
  2. Phase 1 Kickoff — Begin foundation build
  3. API Keys — Set up OpenRouter, Brave Search
  4. Design Mockups — UI/UX for dashboard
  5. Weekly Sprints — Agile development cycles

Document Version: 1.0
Last Updated: 2026-02-02
Author: EM38Bot
Status: Draft — Pending Approval

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