# 小田 志門（カラクリ株式会社 カスタマーサポートのAI） (@shimonu) on x

- id: koinon:creator:x_shimonu
- url: https://koinonlink.com/kol/x/shimonu
- schema_version: 1.4

## Identity
- platform: x
- handle: shimonu
- platform_url: https://twitter.com/shimonu
- website: https://note.com/shimonoda
- country: Japan
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 2016
- following: 1970
- posts_total: 5592
- posts_observed: 16
- posts_per_day: 0.793
- account_age_days: 7051
- verified: true
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00893
- best_post_interactions: 18
- measurement_source: x_post_interactions
- measurement_formula: interactions on one post — likes, or likes + reposts + replies depending on the discovery path (the two are not distinguishable in the stored data)
- comparable_pool: peak_interactions
- status_note: We have only the single best observed post, so no mean exists. peak_post_engagement_rate is an UPPER BOUND, systematically higher than an average — never compare it against an average rate.
- 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: AI-powered customer support automation, Industrialization of contact center operations, Computer Using Agents (CUA), AI implementation in real business environments, Process digitization and workflow optimization
- bio: カラクリ株式会社CEO/フレンドリーテクノロジー/今までにないカラクリで世の中を豊かに/カスタマーサポートをエンパワーメントする/誰一人取り残さないコンタクトセンターとは？/CUA（computer using agent）/自働化/異常検知/コンタクトセンターの工業化/仕事のピクセル化

## Audience (inferred)
- status: present
- description: Customer support professionals and operations leaders in Japanese contact centers, especially those exploring AI automation and process industrialization
- roles: ecom_ops
- seniority: practitioner
- pain_points: Struggling to implement AI effectively in real-world customer support scenarios, Facing challenges in balancing automation with human oversight and reliability, Finding it hard to justify ROI on AI tools without clear implementation frameworks, Lacking structured approaches to integrate AI into existing workflows
- posts_analysed: 8
- confidence: 0.4

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

## Quality signals
- authenticity_score: 56
- authenticity_basis: engagement_observed
- credibility_score: 56
- flagged_for_review: false
- koinon_bd_grade: B — 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
- [x_shimonu#47b01cd0] https://t.co/iLII2xbZRX (https://twitter.com/shimonu)
- [x_shimonu#f5040dd7] 展示会に行く前、ソリューションのセミナーを見る前、にどうぞ。 https://t.co/vzMRmiMg4y
- [x_shimonu#e2e3c4a0] おもしろい。 >AI著者（相馬 迅/相原 ことは） ってところも。
- [x_shimonu#16b6f952] AIによる、『内製開発』が流行っています。 よろしければ、ぜひ。 https://t.co/FVskautBw4
- [x_shimonu#69b37f4a] note更新。 よろしければ。 https://t.co/2AWfv0wGpv
- [x_shimonu#7dad4868] ライトタッチさんのイベントで、パネルディスカッションをさせていただきます！ 日本のコンタクトセンターが持つ強みを問い直す 楽しみ。 https://t.co/mw6wE7lCSs
- [x_shimonu#fc5df7af] 力強い。 https://t.co/bV4Hep3r6P
- [x_shimonu#60fd5734] AIはすごい、使える。 AIは意外と本番では使えない。 いろんな意見はあると思いますが、AIは手段。 AI以外に、準備や考慮しないといけないことを整理して知っておくと、正しいタイミングで、正しい判断ができると思います。 よろしければ、ぜひ。 https://t.co/rj7XkkGCQ2

## 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=20, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=20, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=20, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=80, 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=80, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=108, 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=0.5, freshness_days=80, 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=108, 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=108, method=platform_profile

## Freshness
- profile_checked_days_ago: 108
- content_analysed_days_ago: 80
- audience_updated_days_ago: 20

## AI retrieval
- indexing_requests: 10
- 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=x_shimonu
- Request removal: https://koinonlink.com/claim?k=x_shimonu
- Terms: https://koinonlink.com/for-ai