# KUKA - Robots & Automation (@KUKARobotGroup) on youtube

- id: koinon:creator:youtube_kukarobotgroup
- url: https://koinonlink.com/kol/youtube/KUKARobotGroup
- schema_version: 1.4

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

## Reach
- followers: 200000
- posts_observed: 2
- verified: false
- size_tier: kol

## 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: 0.85
- category_source: derived_from_recent_content
- topics: 包装与物流自动化（AMR、码垛）, 电动汽车制造与电池生产机器人应用, 医疗机器人（手术、影像）, 焊接与金属增材制造, iiQWorks等机器人软件与控制平台
- bio: The KUKA Robotics YouTube Channel is maintained by KUKA SE & Co. KGaA. As a global leader in intelligent automation, KUKA ...

## Audience (inferred)
- status: present
- description: Industrial automation professionals and manufacturing decision-makers, primarily from automotive, packaging, medical devices, and battery production sectors
- roles: automation
- seniority: decision_maker
- pain_points: Difficult and time-consuming integration of robotic systems into existing production lines, Lack of high-load, reliable robotic solutions for EV battery and heavy-duty manufacturing, High precision and compliance requirements in medical and precision welding applications, High barriers to robot programming and deployment, with fragmented software tools
- posts_analysed: 48
- confidence: 0.75

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

## Quality signals
- authenticity_score: 58
- authenticity_basis: profile_shape_only
- credibility_score: 58
- 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_kukarobotgroup#30ede595] How to Purchase Spare Parts on my.KUKA (https://www.youtube.com/@KUKARobotGroup)
- [youtube_kukarobotgroup#e78f422d] LBR iisy cobot for arc welding
- [youtube_kukarobotgroup#c561c3bd] Clor Industry & KUKA | Advanced Robotic Solutions for Complex Industrial Automation
- [youtube_kukarobotgroup#740d7dbf] Autonomous mobile robots in consumer goods packaging
- [youtube_kukarobotgroup#b1cae22d] AMRs in intralogistics
- [youtube_kukarobotgroup#36dbb85b] AI-powered packaging automation
- [youtube_kukarobotgroup#c78d23ad] Efficiency in consumer goods packaging
- [youtube_kukarobotgroup#8a3044c7] Scalability. Productivity. Efficiency. What packaging automation actually delivers

## 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=65, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=65, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=65, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=49, 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=49, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=53, 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=49, 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=53, 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=53, method=platform_profile

## Freshness
- profile_checked_days_ago: 53
- content_analysed_days_ago: 49
- audience_updated_days_ago: 65

## 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=youtube_kukarobotgroup
- Request removal: https://koinonlink.com/claim?k=youtube_kukarobotgroup
- Terms: https://koinonlink.com/for-ai