# さとあつAI仕事人 (@sato_aiwork) on tiktok

- id: koinon:creator:tiktok_sato_aiwork
- url: https://koinonlink.com/kol/tiktok/sato_aiwork
- schema_version: 1.4

## Identity
- platform: tiktok
- handle: sato_aiwork
- platform_url: https://www.tiktok.com/@sato_aiwork
- website: https://work-shien.com/blog/
- country: Japan
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 2514
- following: 86
- posts_total: 98
- posts_observed: 3
- 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: 0.95
- category_source: derived_from_recent_content
- topics: Claude Codeのコマンド活用とトークン節約, 非エンジニア向けAIアプリ・ツール開発, 営業リスト作成とフォーム営業の自動化, ChatGPT/Claudeの料金・制限対策, AIエージェントの安定運用Tips
- bio: 非エンジニアが、AIで会社の仕事を作ってく記録。営業も業務も、AIで変わるぞ！全部、自分の実体験だけー❗️
毎日書いてるブログも見てくれな〜❗️

## Audience (inferred)
- status: present
- description: Non-engineers, sales professionals, and solopreneurs who are seriously trying to integrate Claude Code or ChatGPT into their daily work
- roles: automation
- seniority: practitioner
- pain_points: Token limits in Claude Code and sudden drops in performance, AI drifting off-topic during long conversations, Inability to consistently build practical-level tools without code, Inaccurate automation for tasks like creating sales lists or submitting forms
- posts_analysed: 40
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.9
- promotion_intent: 0.8
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 44
- authenticity_basis: profile_shape_only
- credibility_score: 44
- 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_sato_aiwork#9132574a] AIの人として帰ってきた、さとあつです！約1年、、、毎日10時間、AIばかり触って、20個近いアプリを作った。そして気付いてしまったんよ。あ、おれ、職人だったんだって（笑） みんなは、どんな風にAIと絡んでるかコメントで教えてくれなーーっ！！#AI #チャットgpt #Claude #人見知りあるある (https://www.tiktok.com/@sato_aiwork)
- [tiktok_sato_aiwork#93fa3249] original sound - sato_aiwork
- [tiktok_sato_aiwork#a6777905] It is a becoming a big trend on TikTok now! Click here: ai
- [tiktok_sato_aiwork#66bb8334] Check out さとあつAI仕事人’s video! #TikTok >
- [tiktok_sato_aiwork#595b3150] Claude Code同士が勝手に連絡を取り合うようになりました。今までは片方で決まったことを手でコピペ。人間が伝書鳩をやってたわけです。送られるのはClaudeが書いた要約だけ。使えるか確かめるのは /list-agents。 #ClaudeCode #AI活用 #生成AI #新機能 #さとあつAI仕事人
- [tiktok_sato_aiwork#162a7050] AIっぽいの正体は1つだけです。AIは次に来る確率が一番高いものを選び続ける機械なので、出てくるのは一番ありそうなものだけ。だから賢いモデルに変えても消えません。消し方は1つ。AIが持っていないものを入れる。たとえば失敗を書く。 #AI #ChatGPT #生成AI #文章術 #さとあつAI仕事人
- [tiktok_sato_aiwork#869a140e] Claude Codeの一発目の答えは採用しないでください。投げた問題しか直さないので、熱が出た、はい解熱剤、で終わります。必ず一回こう打ち直す。敵対的に、360度あらゆる視点から検証してくれ。これでほぼ毎回、根本原因を白状します。 #ClaudeCode #AI活用 #生成AI #ChatGPT #さとあつAI仕事人
- [tiktok_sato_aiwork#2ad086c0] Claude Codeの料金は月20ドルからです。上のプランとの違いは使える量だけ

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

- audience.description: source_type=ai_inferred, confidence=0.75, freshness_days=66, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=66, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=66, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=66, 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=66, 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=66, 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: 66
- audience_updated_days_ago: 66

## AI retrieval
- indexing_requests: 7
- 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_sato_aiwork
- Request removal: https://koinonlink.com/claim?k=tiktok_sato_aiwork
- Terms: https://koinonlink.com/for-ai