# Google Workspace Developers (@googleworkspacedevs) on youtube

- id: koinon:creator:youtube_googleworkspacedevs
- url: https://koinonlink.com/kol/youtube/googleworkspacedevs
- schema_version: 1.4

## Identity
- platform: youtube
- handle: googleworkspacedevs
- platform_url: https://www.youtube.com/@googleworkspacedevs
- country: United States
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 80800
- posts_observed: 215
- verified: false
- size_tier: koc

## 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: devtools
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: Google Workspace Studio 流程与 AI steps, Apps Script 开发与 API 使用, Gemini 与 Vertex AI 集成, Workspace Add-ons 与 Chat apps 构建, OAuth 权限与安全配置, 开发者活动与最佳实践
- bio: Welcome to the Google Workspace Developers YouTube Channel, where developers of all types can learn about building ...

## Audience (inferred)
- status: present
- description: Google Workspace developers, integrators, and automation builders—technical practitioners using Apps Script and Workspace Studio
- roles: dev
- seniority: practitioner
- pain_points: Building reliable AI automation workflows in Workspace Studio, Managing granular OAuth permissions and API integration constraints, Getting up and running quickly with Apps Script and reusing code/templates, Embedding Gemini/Vertex AI into custom Workspace add-ons or workflows
- posts_analysed: 48
- 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: 56
- authenticity_basis: profile_shape_only
- 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
- [youtube_googleworkspacedevs#e593c8e4] New security controls for Workspace Studio enable new collaboration use cases (https://www.youtube.com/@googleworkspacedevs)
- [youtube_googleworkspacedevs#604cd905] Recent Google Workspace Studio Updates
- [youtube_googleworkspacedevs#79aa4630] Collaborate with Gemini inside the Apps Script editor
- [youtube_googleworkspacedevs#95d98095] Supercharge your Apps Script workflow with Gemini! ✨
- [youtube_googleworkspacedevs#27fb370b] Tips for using AI steps in Workspace Studio flows
- [youtube_googleworkspacedevs#b78c8466] Automate Your Outreach: Workspace Studio 'Repeat For Each' Magic
- [youtube_googleworkspacedevs#4c7fbac5] Start your automation journey with Google Workspace Studio
- [youtube_googleworkspacedevs#ff060da4] New: Loop over a list of items in Workspace Studio

## 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=84, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=84, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=84, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=46, 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=46, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=46, 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=46, 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=46, 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=46, method=platform_profile

## Freshness
- profile_checked_days_ago: 46
- content_analysed_days_ago: 46
- audience_updated_days_ago: 84

## AI retrieval
- indexing_requests: 13
- 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=youtube_googleworkspacedevs
- Request removal: https://koinonlink.com/claim?k=youtube_googleworkspacedevs
- Terms: https://koinonlink.com/for-ai