# まっしー | Salesforce活用コンサル ☁ (@massy_sf) on x

- id: koinon:creator:x_massy_sf
- url: https://koinonlink.com/kol/x/massy_sf
- schema_version: 1.4

## Identity
- platform: x
- handle: massy_sf
- platform_url: https://twitter.com/massy_sf
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 1305
- following: 1004
- posts_total: 4183
- posts_observed: 3
- posts_per_day: 1.976
- account_age_days: 2117
- 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: saas
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: Salesforce Agentforce与AI Agent应用, SaaS计费模式与AI对IT行业的影响, Salesforce认证资格变更, Developer Console替代工具（Web Console）, Salesforce平台更新与最佳实践

## Audience (inferred)
- status: present
- description: Salesforce admins, developers, and consultants focused on AI Agents and platform updates
- roles: automation
- seniority: practitioner
- pain_points: Frequent changes to Salesforce features and certification names increase maintenance overhead, Transitioning business models as traditional SaaS licensing gives way to AI Agents, Adapting to and migrating from local IDEs to browser-based development tools, Designing permissions, APIs, and audit logs within new AI features like Agentforce
- posts_analysed: 8
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.85
- promotion_intent: 0.7
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 41
- authenticity_basis: profile_shape_only
- credibility_score: 41
- 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
- [x_massy_sf#d71d3b5a] Salesforce、「Agentforce Coworker」の一般提供開始を発表 - Salesforce https://t.co/1SmWo83cZd (https://twitter.com/massy_sf/status/2069287759576236045)
- [x_massy_sf#4ac1f427] 年齢的に社会貢献出来る副業を目指したい。
- [x_massy_sf#d9d5ac5a] 朗報！ 横浜F・マリノスオフィシャル応援番組「キックオフF・マリノス」TVer配信開始のお知らせ https://t.co/ugQII3H1Rd #fmarinos
- [x_massy_sf#ef55c397] 「SaaSの死」から半年。死んだのはSaaSじゃなくシート課金でした。 エージェントが操作主体になれば、勝負はAPI・権限・監査ログ。ログイン画面がキレイなことに、AIは1円も払わない。 https://t.co/icbCtEDGZc
- [x_massy_sf#dd4e7c80] "中期経営計画をやめた会社は、その後どうなったのか？ ゼロから「勝ち筋」を導き出す10の問い" - ダイヤモンド・オンライン #SmartNews https://t.co/2dhPTCrEfN
- [x_massy_sf#4c696a34] "AIが破壊するIT業界の“人月商売” 「SIerの死」後に“生き残る者”の正体" - ITmedia ビジネスオンライン #SmartNews https://t.co/vJDurpifma
- [x_massy_sf#24b203ee] いろんなところで 記載しているから変更がめんどい。 Salesforce認定資格の名称が変更されました https://t.co/ghDWglxsvC #Salesforce
- [x_massy_sf#7e0b3127] Developer Console、ついに終わりの始まり。 Summer '26で登場した「Web Console（Beta）」は、orgの中でブラウザから動く軽量IDE。Apex・LWCの記述／デバッグ／デプロイがブラウザ内で完結。ローカル環境構築、もう要らない。 #Salesforce https://t.co/8XHyZ3Obkl https://t.co/2ukqCjCS78

## 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=78, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=78, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=78, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=78, 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=78, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=121, 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=78, 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=121, 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=121, method=platform_profile

## Freshness
- profile_checked_days_ago: 121
- content_analysed_days_ago: 78
- audience_updated_days_ago: 78

## AI retrieval
- indexing_requests: 11
- 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_massy_sf
- Request removal: https://koinonlink.com/claim?k=x_massy_sf
- Terms: https://koinonlink.com/for-ai