Entity Profile Generator

Output Format

{
  "bios": {
    "short": "1 câu, ≤160 ký tự — dùng cho Twitter/X, meta description",
    "medium": "2-3 câu, ≤500 ký tự — dùng cho profile bio, LinkedIn summary",
    "long": "4-6 câu, ≤1000 ký tự — dùng cho About page, blog sidebar"
  },
  "niche_keywords": ["list of 8-15 semantic keywords"],
  "entity_descriptors": ["list of 3-5 entity attributes for knowledge graph"],
  "content_angles": ["list of 3-5 content topics for blog/post"]
}

Bio Generation Rules (MANDATORY)

Rule 1: People-First, NOT Search-Engine-First

From Google Helpful Content: "Content that's created primarily for people, not to manipulate search engine rankings"

• ❌ WRONG: "PropMason is the best prop trading platform for funded traders seeking forex funding opportunities"
• ✅ RIGHT: "PropMason provides transparent prop firm evaluations, helping traders make informed funding decisions based on verified data"

Why: The wrong version stuffs keywords. The right version demonstrates E-E-A-T by showing WHAT value the brand delivers.

Rule 2: Demonstrate First-Hand Experience (E-E-A-T)

"Does your content clearly demonstrate first-hand expertise and a depth of knowledge?"

Bio must include ONE of:

• A specific methodology or approach
• Years/scope of experience
• A unique differentiator (what makes this brand different)
• A concrete outcome or result

Template thinking (NOT copy-paste):

[Brand] [action verb - helps/provides/delivers] [target audience] [specific value] 
through [methodology/approach]. [Differentiator or outcome].

Rule 3: Semantic SEO Word Sequence

From Semantic SEO Checklist #1: "Ensure sentence structure emphasizes key attributes and context early"

• ❌ WRONG: "A company that does prop trading reviews is PropMason"
• ✅ RIGHT: "PropMason evaluates prop trading firms using transparent, data-driven methodology"

Key entity (brand name) + primary action → placed at sentence start.

Rule 4: Factual Certainty Over Opinion

From Semantic SEO Checklist #2: "Convey information with precision and confidence, avoiding opinion-based words"

• ❌ WRONG: "We believe we offer the best service"
• ✅ RIGHT: "Our evaluations cover 50+ prop firms across 12 performance metrics"
• Use: "provides", "delivers", "evaluates", "covers"
• Avoid: "believes", "thinks", "hopes", "should", "will"

Rule 5: Numeric Values for Credibility

From Semantic SEO Checklist #4: "Use precise numbers and data to enhance credibility"

Include at least 1 numeric detail in medium/long bio:

• Number of clients/users
• Years in operation
• Number of evaluations/reviews
• Geographic scope

Rule 6: Contextual Verbs Match Niche

From Semantic SEO Checklist #6: "Choose verbs that accurately reflect the specific context"

Rule 7: No Fluff, No Redundancy

From Semantic SEO Checklist #3: "Remove unnecessary words that don't add value"

• ❌ "We are a company that specializes in the field of prop trading"
• ✅ "PropMason specializes in prop trading evaluation"

Keyword Generation Rules (MANDATORY)

Rule 1: Semantic Keyword Clusters (NOT just synonyms)

Generate keywords in 3 layers:

1. Core Entity Keywords (2-3): Exact match for brand's primary offering

   • Example: "prop firm evaluation", "funded trading review"

2. Semantic Relatives (3-5): Related concepts that co-occur naturally

   • Example: "forex funding", "proprietary trading", "trader evaluation"

3. Long-tail Intent Keywords (3-5): User-intent queries

   • Example: "best prop firm for beginners", "how to choose funded account"

Rule 2: Use Entities, Not Just Words

From Semantic SEO Checklist #44: "Use contextually appropriate, unique terms like experts do"

• ❌ Generic: "trading, money, finance"
• ✅ Entity-rich: "proprietary trading firm", "funded trader program", "profit split model"

Rule 3: Include at Least 3 Items Per Concept

From Semantic SEO Checklist #25: "Aim for a minimum of three elements for richness"

Every keyword group must have ≥3 items.

Platform-Specific Bio Adaptation

Twitter/X (≤160 chars)

• Use bio_short
• Include 1-2 relevant hashtags naturally
• Include money_site URL (separate field)

LinkedIn / Professional profiles

• Use bio_medium
• Focus on E-E-A-T signals (expertise, methodology)
• Include call-to-action

Blog / About page

• Use bio_long
• Include NAP naturally
• Link to money_site
• Mention geographic scope if applicable

Forum / Community profiles

• Use bio_short or bio_medium
• Tone: helpful community member, not salesperson
• Focus on "what I can help with" angle

Content Angles Generation

When generating content_angles, consider:

1. Educational: "How to [do something] in [niche]"
2. Comparative: "[Option A] vs [Option B] for [audience]"
3. Data-driven: "[Number] [niche] Statistics in [year]"
4. Experience-based: "My experience with [specific aspect]"
5. Problem-solving: "Common [niche] mistakes and how to avoid them"

Anti-Patterns (NEVER DO)

1. ❌ Never use exact same bio across all platforms (footprint)
2. ❌ Never stuff all keywords into bio
3. ❌ Never use superlatives without evidence ("best", "top", "#1")
4. ❌ Never write bio in 3rd person AND 1st person simultaneously
5. ❌ Never include phone/address in short bio (save for appropriate fields)
6. ❌ Never use fluff words: "passionate about", "dedicated to", "committed to"
7. ❌ Never start with "We are a..."