# カワイ【楽しく学べるAI活用術】 (@y__fixer) on tiktok

- id: koinon:creator:tiktok_y__fixer
- url: https://koinonlink.com/kol/tiktok/y__fixer
- schema_version: 1.4

## Identity
- platform: tiktok
- handle: y__fixer
- platform_url: https://www.tiktok.com/@y__fixer
- country: Japan
- entity_type: creator
- person_id: koinon:person:tiktok_y__fixer

## Reach
- followers: 2340
- following: 14
- posts_total: 11
- posts_observed: 4
- verified: false
- size_tier: nano

## Engagement
- status: not_collected
- 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
- category: software
- subcategory: ai_tools
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: ChatGPTプロンプトテクニック, AI活用術, カスタム指示設定, 回答精度向上の裏ワザ, 日常業務でのAI活用
- bio: \ \ フォローするとAIを楽しく学べる！/ /
▷LLC.Stream CEO 🔥
▷【地上波】出演 
▷ 総フォロワー6.8万人

## Audience (inferred)
- status: present
- description: AI beginners, especially new employees or those wanting to use ChatGPT in daily work
- roles: general_ai
- seniority: learner
- pain_points: Low accuracy in ChatGPT responses, Don't know how to write effective prompts or use special symbols, Unsure about initial setup or custom instructions, Don't know how to integrate AI into work or daily life
- posts_analysed: 14
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.7
- promotion_intent: 0.9
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 36
- authenticity_basis: profile_shape_only
- credibility_score: 36
- flagged_for_review: false
- koinon_bd_grade: C — measures Koinon partner-outreach fit, not creator quality
- interpretation: Signals for triage, not verdicts. A flag means the profile is worth a manual check.

## Evidence
- [tiktok_y__fixer#1633a2e3] 保存必須 ✅ 今回は、 「無料で活用出来るAIランキング」 いつでも復習出来るように、 右下の『保存』マークをタップ してね！ こんな日常で活かせる便利テクも発信していくよ。 そして「参考になった！」と思ったら、右下の『▷』マークから友達にもシェア必須 ！ 「今すぐ差がつくAI活用術」を学びたい方は、 @y__fixerをフォロー！ #chatgpt  #ai (https://www.tiktok.com/@y__fixer)
- [tiktok_y__fixer#eaa18aee] Old-fashioned Clapboard
- [tiktok_y__fixer#69aaade9] It is a becoming a big trend on TikTok now! Click here: chatgpt
- [tiktok_y__fixer#13a93d77] Check out カワイ【楽しく学べるAI活用術】’s video! #TikTok >
- [tiktok_y__fixer#dae145d8] 社会人1年目、覚えることが多すぎる。
新社会人の武器は「経験」じゃなくて「AI」でいい。 
#ai 
#ai活用術 
#chatgpt
- [tiktok_y__fixer#636b747c] Love is over
- [tiktok_y__fixer#63fb9a88] 続きが気になる人は、 「カー🚗」とコメントしてね！ #ai #カーチェイス
- [tiktok_y__fixer#7ccf21c2] original sound - y__fixer

## Provenance
Every inferred field below carries how it was produced. Facts stay facts; inferences stay inferences.

- audience.description: source_type=ai_inferred, confidence=0.4, freshness_days=76, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=76, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=76, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=76, method=llm_scorer — Relative signal within Koinon indexing, not a market-wide score.
- commercial.promotion_intent: source_type=ai_inferred, confidence=0.6, freshness_days=76, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=93, method=profile_snapshot_and_engagement_ratio_heuristic — Means "worth a manual check", NOT confirmed fraud. Flags can be wrong and are not a verdict about the person.
- quality.authenticity_score: source_type=heuristic, confidence=0.25, freshness_days=76, 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. — The input set differs by platform; do not compare this score across platforms.
- quality.koinon_bd_grade: source_type=ai_inferred, confidence=0.5, freshness_days=93, 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. — Koinon partner-outreach fit, not creator quality.
- reach.followers: source_type=observed, confidence=0.95, freshness_days=93, method=platform_profile

## Freshness
- profile_checked_days_ago: 93
- content_analysed_days_ago: 76
- audience_updated_days_ago: 76

## AI retrieval
- indexing_requests: 5
- user_triggered_requests: 0
- note: Being indexed in bulk is not the same as being retrieved to answer a question.

## This profile
- Claim or correct: https://koinonlink.com/claim?k=tiktok_y__fixer
- Request removal: https://koinonlink.com/claim?k=tiktok_y__fixer
- Terms: https://koinonlink.com/for-ai