# Implement AI (@implementai) on youtube

- id: koinon:creator:youtube_implementai
- url: https://koinonlink.com/kol/youtube/implementai
- schema_version: 1.4

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

## Reach
- followers: 6830
- posts_observed: 5
- 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: 0.9
- category_source: derived_from_recent_content
- topics: 企业AI采用与领导力, 数字工人与AI代理团队, 销售线索转化与营收提升, AI战略与组织变革, 隐藏数据与竞争优势
- bio: Implement AI deploys teams of digital workers that work together to boost growth, increase capacity, optimise costs, and improve ...

## Audience (inferred)
- status: present
- description: Enterprise executives and business leaders, primarily decision-makers at mid-to-large companies looking to drive growth and optimize costs through AI agents and digital workforce teams
- roles: automation
- seniority: decision_maker
- pain_points: AI initiatives often stall or fail after launch, Sales leads and customer data go underutilized or remain undiscovered, Organizational structures fail to keep pace with AI speed, leading to diminished competitiveness, Uncertainty about how to scale AI from experimentation into a deployable, enterprise-wide workforce
- posts_analysed: 45
- confidence: 0.75

## 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: 42
- authenticity_basis: profile_shape_only
- credibility_score: 42
- 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
- [youtube_implementai#00928b8e] AI Doesn't Work in Silos. Neither Should Your Leadership Team. (https://www.youtube.com/@implementai)
- [youtube_implementai#aa5ea445] Are Your Leads Trapped in CRM Purgatory?
- [youtube_implementai#c9472541] The 750 Ghost Enquiries
- [youtube_implementai#d2ff18cd] AI is Not a Project
- [youtube_implementai#d813ae67] The Invisible Risk of Standing Still
- [youtube_implementai#31538c47] The Real Reason AI Initiatives Stall
- [youtube_implementai#1eb73b34] The Dangers of Slow Scattered AI Adoption
- [youtube_implementai#106959cd] Why Speed Equals Strategy in the AI Era

## 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=79, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=79, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=79, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=79, 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=79, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=84, 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=79, 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=84, 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=84, method=platform_profile

## Freshness
- profile_checked_days_ago: 84
- content_analysed_days_ago: 79
- audience_updated_days_ago: 79

## AI retrieval
- indexing_requests: 8
- 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_implementai
- Request removal: https://koinonlink.com/claim?k=youtube_implementai
- Terms: https://koinonlink.com/for-ai