{
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  "url": "https://koinonlink.com/kol/tiktok/productivity.tips.all",
  "alternate": {
    "html": "https://koinonlink.com/kol/tiktok/productivity.tips.all",
    "json": "https://koinonlink.com/kol/tiktok/productivity.tips.all.json",
    "markdown": "https://koinonlink.com/kol/tiktok/productivity.tips.all.md"
  },
  "identity": {
    "display_name": "Productivity Tips",
    "handle": "productivity.tips.all",
    "platform": "tiktok",
    "platform_url": "https://www.tiktok.com/@productivity.tips.all",
    "website": "https://momentummastery.store/home",
    "country": "US",
    "country_name": "United States",
    "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": []
  },
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  "reach": {
    "followers": 5125,
    "following": 4778,
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    "posts_observed": 4,
    "account_age_days": null,
    "posts_per_day": null,
    "verified": false,
    "size_tier": "nano"
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    "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": "Productivity tips and tricks. Get your book to beat procrastination to accelerate your productivity.",
    "topics": [
      "Overcoming procrastination",
      "Spiritual discipline and faith-based productivity",
      "Fear and perfectionism as barriers to action",
      "Micro-actions and consistency for long-term success",
      "Environment design for focus and discipline",
      "Discerning spiritual waiting from avoidance"
    ],
    "topics_en": [
      "Overcoming procrastination",
      "Spiritual discipline and faith-based productivity",
      "Fear and perfectionism as barriers to action",
      "Micro-actions and consistency for long-term success",
      "Environment design for focus and discipline",
      "Discerning spiritual waiting from avoidance"
    ],
    "topics_zh": [
      "战胜拖延",
      "属灵操练与信仰驱动的效率",
      "恐惧与完美主义成为行动的障碍",
      "微小行动与持续性造就长远成功",
      "设计环境以专注和自律",
      "分辨属灵的等候与逃避"
    ],
    "category": "software",
    "category_label": "Software",
    "subcategory": "ai_tools",
    "subcategory_label": "AI tools / agents",
    "category_confidence": 0.85,
    "category_source": "derived_from_discovery_path"
  },
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    "status_note": null,
    "description": "Christian believers in Ghana and West Africa, especially young adults and emerging entrepreneurs focused on spiritual growth and overcoming procrastination",
    "roles": [
      "general_ai"
    ],
    "seniority": "practitioner",
    "pain_points": [
      "Struggling with starting tasks due to fear of failure or perfectionism",
      "Feeling spiritually stuck despite good intentions",
      "Being overwhelmed by distractions that erode focus and purpose",
      "Delaying important life decisions because of hidden fears or spiritual confusion"
    ],
    "posts_analysed": 40,
    "confidence": 0.75
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  "commercial": {
    "audience_buyer_fit": 0.6,
    "promotion_intent": 0.5,
    "open_to_collaboration": false,
    "contact": null,
    "contact_note": "Koinon does not publish creator contact details."
  },
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    "authenticity_score": 31,
    "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": 31,
    "credibility_note": null,
    "flagged_for_review": false,
    "flag_reasons": [],
    "anomaly_flags": [],
    "koinon_bd_grade": {
      "value": "C",
      "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": [
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      "evidence_id": "tiktok_productivity.tips.all#b3d2aff8",
      "type": "creator_content",
      "excerpt": "#onthisday",
      "source_url": "https://www.tiktok.com/@productivity.tips.all",
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_productivity.tips.all#b377c1aa",
      "type": "creator_content",
      "excerpt": "original sound - productivity.tips.all",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_productivity.tips.all#f4ccff2a",
      "type": "creator_content",
      "excerpt": "It is a becoming a big trend on TikTok now! Click here: onthisday",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_productivity.tips.all#efae0321",
      "type": "creator_content",
      "excerpt": "Check out Productivity Tips’s video! #TikTok >",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_productivity.tips.all#41a41563",
      "type": "creator_content",
      "excerpt": "The day to day grind, where ever. when ever.",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_productivity.tips.all#63035741",
      "type": "creator_content",
      "excerpt": "original sound - okyeamekwame1",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_productivity.tips.all#ba9bb177",
      "type": "creator_content",
      "excerpt": "What is on that Laptop?",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_productivity.tips.all#d8230668",
      "type": "creator_content",
      "excerpt": "Nature present us with breath taking scenery and animals. The giraffe is tall energetic and consistent with the journey",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    }
  ],
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      "field": "audience.description",
      "source_type": "ai_inferred",
      "confidence": 0.75,
      "freshness_days": 0,
      "method": "llm_persona_from_recent_content",
      "note_ref": "llm_persona_from_recent_content"
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      "field": "audience.roles",
      "source_type": "ai_inferred",
      "confidence": 0.75,
      "freshness_days": 0,
      "method": "llm_persona_from_recent_content",
      "note_ref": "llm_persona_from_recent_content"
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    {
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      "source_type": "ai_inferred",
      "confidence": 0.75,
      "freshness_days": 0,
      "method": "llm_persona_from_recent_content",
      "note_ref": "llm_persona_from_recent_content"
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    {
      "field": "commercial.audience_buyer_fit",
      "source_type": "ai_inferred",
      "confidence": 0.6,
      "freshness_days": 0,
      "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": 0,
      "method": "llm_scorer"
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    {
      "field": "quality.anomaly_flags",
      "source_type": "heuristic",
      "confidence": 0.5,
      "freshness_days": 44,
      "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": 0,
      "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": 44,
      "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": 44,
      "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": {
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    "content_analysed_days_ago": 0,
    "audience_updated_days_ago": 0,
    "generated_at": "2026-09-04T01:20:28.656Z"
  },
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    "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/tiktok",
    "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=tiktok_productivity.tips.all",
    "removal_url": "https://koinonlink.com/claim?k=tiktok_productivity.tips.all"
  }
}