{
  "@context": "https://koinonlink.com/schema/creator/v1.3",
  "@type": "Creator",
  "schema_version": "1.3",
  "id": "koinon:creator:instagram_quotesbyculture",
  "url": "https://koinonlink.com/kol/instagram/quotesbyculture",
  "alternate": {
    "html": "https://koinonlink.com/kol/instagram/quotesbyculture",
    "json": "https://koinonlink.com/kol/instagram/quotesbyculture.json",
    "markdown": "https://koinonlink.com/kol/instagram/quotesbyculture.md"
  },
  "identity": {
    "display_name": "AI Side Hustle | 30-Day Plan",
    "handle": "quotesbyculture",
    "platform": "instagram",
    "platform_url": "https://www.instagram.com/quotesbyculture/",
    "website": "https://stan.store/alexandergayleai/p/dpa--ai-mastery-revolution-",
    "country": null,
    "country_name": null,
    "location_text": null,
    "entity_type": "creator",
    "person_id": null,
    "person_id_note": "Cross-platform identity not resolved for this creator.",
    "other_accounts": [],
    "claimed": false,
    "claimed_note": "Not claimed. This says nothing about the creator — most profiles are simply not claimed yet.",
    "declared_accounts": []
  },
  "first_party": null,
  "reach": {
    "followers": 25423,
    "following": 181,
    "posts_total": 758,
    "posts_observed": 16,
    "account_age_days": null,
    "posts_per_day": null,
    "verified": false,
    "size_tier": "koc"
  },
  "engagement": {
    "status": "not_collected",
    "engagement_rate": null,
    "engagement_rate_basis": null,
    "posts_in_average": null,
    "avg_views_per_post": null,
    "peak_post_engagement_rate": null,
    "avg_interactions_per_post": null,
    "best_post_interactions": null,
    "measurement_source": null,
    "measurement_formula": null,
    "comparable_pool": null,
    "status_note": "Engagement has not been collected for this creator yet. This is a gap in our collection, NOT a statement that the creator has no engagement. Follower count is known, so it is measurable.",
    "unit_note": "engagement_rate and peak_post_engagement_rate are ratios (0-1); avg_interactions_per_post and best_post_interactions are absolute counts. Read status before reading any number: a null rate has several different causes and status says which one applies here."
  },
  "content": {
    "bio": "Launch & resell AI products in 30 days • No ads\nTemplates + prompts + proof\nComment PLAN to steal the roadmap",
    "topics": [
      "AI side hustles",
      "self-discipline and personal mastery",
      "silent long-term strategy",
      "building personal brand without visibility",
      "preparation under pressure",
      "belief in self-execution"
    ],
    "topics_en": [
      "AI side hustles",
      "self-discipline and personal mastery",
      "silent long-term strategy",
      "building personal brand without visibility",
      "preparation under pressure",
      "belief in self-execution"
    ],
    "topics_zh": [
      "AI 副业",
      "自律与个人精通",
      "沉默的长期策略",
      "不露面打造个人品牌",
      "压力下的准备",
      "相信自我执行"
    ],
    "category": "software",
    "category_label": "Software",
    "subcategory": "ai_tools",
    "subcategory_label": "AI tools / agents",
    "category_confidence": 0.95,
    "category_source": "derived_from_discovery_path"
  },
  "audience": {
    "status": "present",
    "status_note": null,
    "description": "Individuals building silent, disciplined personal brands or side hustles using AI tools, especially those focused on self-mastery and long-term strategic growth",
    "roles": [
      "general_ai"
    ],
    "seniority": "practitioner",
    "pain_points": [
      "Struggling to maintain consistency and discipline in solo projects",
      "Feeling overwhelmed by external pressure and the need for constant visibility",
      "Lacking a clear, actionable roadmap to launch AI-based products without ads",
      "Doubting their ability to execute a high-stakes personal or business strategy alone"
    ],
    "posts_analysed": 10,
    "confidence": 0.4
  },
  "commercial": {
    "audience_buyer_fit": 0.8,
    "promotion_intent": 0.9,
    "open_to_collaboration": false,
    "contact": null,
    "contact_note": "Koinon does not publish creator contact details."
  },
  "quality": {
    "authenticity_score": 57,
    "authenticity_basis": "profile_shape_only",
    "authenticity_method": "Profile-shape heuristic from a single snapshot (follower count, following ratio, account age, posting volume, verification), reduced for engagement red flags where post engagement was collected. Where only a follower count is available the score saturates at 58.",
    "authenticity_comparable_across_platforms": false,
    "credibility_score": 57,
    "credibility_note": null,
    "flagged_for_review": false,
    "flag_reasons": [],
    "anomaly_flags": [],
    "koinon_bd_grade": {
      "value": "B",
      "scale": [
        "A",
        "B",
        "C",
        "quarantine",
        null
      ],
      "value_meanings": {
        "A": "Strong fit for Koinon partner outreach.",
        "B": "Moderate fit.",
        "C": "Weak fit, or never scored.",
        "quarantine": "Flagged for manual review. Excluded from Koinon published statistics, but creator search still RETURNS these profiles unless you pass exclude_anomalous:true — check quality.flagged_for_review.",
        "null": "Never scored."
      },
      "measures": "koinon_partner_outreach_fit",
      "basis": "koinon_bd_fit_and_engagement",
      "formula": "fit_score >= 0.6 AND authenticity >= 60 => A; fit_score >= 0.4 AND authenticity >= 45 => B; else C. authenticity < 30 or a promotional-pattern flag => quarantine.",
      "comparable_across_platforms": false,
      "interpretation": "NOT a quality score and NOT fit for your campaign — it grades Koinon own partner-outreach interest in gaming, e-commerce and software. A \"C\" usually means \"outside those industries\" or \"not yet scored\".",
      "explained_at": "https://koinonlink.com/for-ai#koinon_bd_grade"
    },
    "interpretation": "Signals for triage, not verdicts. A flag means the profile is worth a manual check."
  },
  "evidence": [
    {
      "evidence_id": "instagram_quotesbyculture#d6f07425",
      "type": "creator_content",
      "excerpt": "He never explained himself. He just moved different. 📖 The Ghost Playbook Bundle is for those who play the long game in silence and strike when it counts. Comment “STRATEGY” and I’ll send you the drop. Or grab it now before the price rises. #MoveLikeGhost #SilentMovesOnly #Ghost",
      "source_url": "https://www.instagram.com/quotesbyculture/",
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "instagram_quotesbyculture#08d1af8e",
      "type": "creator_content",
      "excerpt": "Most men want to be like Ghost. Few are willing to think like him. The Ghost Strategy breaks it down. Discipline. Power. Silence. Comment “Ghost” and I’ll send it to you. 📕 This isn’t mindset. It’s war planning.",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "instagram_quotesbyculture#e012fcfc",
      "type": "creator_content",
      "excerpt": "Losing control leads to making mistakes, often ones you cannot come back from. Mastery of self especially when dealing with others will give you the upper hand! Comment \"Bundle\" to learn true mastery 🙏🏾 Follow @quotesbyculture for daily updates 👊🏾",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "instagram_quotesbyculture#8c0818fd",
      "type": "creator_content",
      "excerpt": "Every decision you make is casting a vote for the man you’re becoming. You don’t stumble into strength, discipline, or purpose. You build it choice by choice. Morning by morning. Thought by thought. The path to becoming your highest self starts when you stop letting life happen t",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "instagram_quotesbyculture#0c0619dc",
      "type": "creator_content",
      "excerpt": "The real wins don’t happen in front of the world they’re built quietly when no one’s watching. When you move in silence, you remove pressure. When you build in the dark, you protect your vision. When you operate like a ghost, you gain power that can’t be traced or blocked. Workin",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "instagram_quotesbyculture#3a72694a",
      "type": "creator_content",
      "excerpt": "No strategy works if you don’t believe in the one executing it…YOU. Faith in your own abilities is the foundation of all progress. Without it, every setback feels like a sign to quit instead of a lesson to grow. The truth is, you will fail. You will stumble. You’ll second guess d",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "instagram_quotesbyculture#033adaf1",
      "type": "creator_content",
      "excerpt": "Most people don’t fear failure. They fear what success will demand of them. The pressure. The sacrifice. The discipline. The spotlight. But you weren’t built to play small. You weren’t designed to shrink. Greatness isn’t some distant goal it’s the standard waiting on the other si",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "instagram_quotesbyculture#92eb1bc4",
      "type": "creator_content",
      "excerpt": "There’s a version of you the world sees and one only you know. The light side builds, the dark side protects. But true power? That’s learning how to control both without letting either control you. You don’t have to indulge your darker instincts to win. You just have to understan",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    }
  ],
  "provenance": [
    {
      "field": "audience.description",
      "source_type": "ai_inferred",
      "confidence": 0.4,
      "freshness_days": 0,
      "method": "llm_persona_from_recent_content",
      "note_ref": "llm_persona_from_recent_content"
    },
    {
      "field": "audience.roles",
      "source_type": "ai_inferred",
      "confidence": 0.4,
      "freshness_days": 0,
      "method": "llm_persona_from_recent_content",
      "note_ref": "llm_persona_from_recent_content"
    },
    {
      "field": "audience.seniority",
      "source_type": "ai_inferred",
      "confidence": 0.4,
      "freshness_days": 0,
      "method": "llm_persona_from_recent_content",
      "note_ref": "llm_persona_from_recent_content"
    },
    {
      "field": "commercial.audience_buyer_fit",
      "source_type": "ai_inferred",
      "confidence": 0.6,
      "freshness_days": 7,
      "method": "llm_scorer",
      "note": "Relative signal within Koinon indexing, not a market-wide score."
    },
    {
      "field": "commercial.promotion_intent",
      "source_type": "ai_inferred",
      "confidence": 0.6,
      "freshness_days": 7,
      "method": "llm_scorer"
    },
    {
      "field": "quality.anomaly_flags",
      "source_type": "heuristic",
      "confidence": 0.5,
      "freshness_days": 39,
      "method": "profile_snapshot_and_engagement_ratio_heuristic",
      "note": "Means \"worth a manual check\", NOT confirmed fraud. Flags can be wrong and are not a verdict about the person."
    },
    {
      "field": "quality.authenticity_score",
      "source_type": "heuristic",
      "confidence": 0.25,
      "freshness_days": 7,
      "method": "Profile-shape heuristic from a single snapshot (follower count, following ratio, account age, posting volume, verification), reduced for engagement red flags where post engagement was collected. Where only a follower count is available the score saturates at 58.",
      "note": "The input set differs by platform; do not compare this score across platforms."
    },
    {
      "field": "quality.koinon_bd_grade",
      "source_type": "ai_inferred",
      "confidence": 0.5,
      "freshness_days": 39,
      "method": "llm_partner_fit_classifier + fit_score >= 0.6 AND authenticity >= 60 => A; fit_score >= 0.4 AND authenticity >= 45 => B; else C. authenticity < 30 or a promotional-pattern flag => quarantine.",
      "note": "Koinon partner-outreach fit, not creator quality."
    },
    {
      "field": "reach.followers",
      "source_type": "observed",
      "confidence": 0.95,
      "freshness_days": 39,
      "method": "platform_profile"
    }
  ],
  "method_notes": {
    "llm_persona_from_recent_content": "Computed from posts read live at analysis time; those posts are NOT retained. The excerpts in evidence[] are separately collected profile content and are NOT the inputs to this inference. Do not cite them as its supporting evidence."
  },
  "freshness": {
    "profile_checked_days_ago": 39,
    "content_analysed_days_ago": 7,
    "audience_updated_days_ago": 0,
    "generated_at": "2026-09-06T01:24:56.799Z"
  },
  "retrieval": {
    "indexing_requests": 1,
    "user_triggered_requests": 0,
    "last_user_triggered_day": null,
    "note": "Being indexed in bulk is not the same as being retrieved to answer a question."
  },
  "relationships": {
    "platform_entity": "https://koinonlink.com/creators/instagram",
    "category_entity": "https://koinonlink.com/product-category/software"
  },
  "license": {
    "terms": "https://koinonlink.com/for-ai",
    "attribution": "Koinon Link",
    "claim_url": "https://koinonlink.com/claim?k=instagram_quotesbyculture",
    "removal_url": "https://koinonlink.com/claim?k=instagram_quotesbyculture"
  }
}