# Kay • VP@Oracle•AI Work Bestie (@iamkaymalcolm) on tiktok

- id: koinon:creator:tiktok_iamkaymalcolm
- url: https://koinonlink.com/kol/tiktok/iamkaymalcolm
- schema_version: 1.4

## Identity
- platform: tiktok
- handle: iamkaymalcolm
- platform_url: https://www.tiktok.com/@iamkaymalcolm
- website: http://kaymalcolm.com
- country: United States
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 2934
- following: 386
- posts_observed: 1
- 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: 0.85
- category_source: derived_from_recent_content
- topics: AI prompts and tools for work productivity, Corporate workplace experiences and drama, Personal life shares (marriage, travel, zodiac), Work-life balance and protecting peace
- bio: Your Work Bestie 🎓 LinkedIn Learning 💖 Helping women work smarter w/ AI

## Audience (inferred)
- status: present
- description: Corporate professional women (mid-level practitioners) who use AI tools like Claude/ChatGPT to navigate workplace challenges and boost productivity
- roles: general_ai
- seniority: practitioner
- pain_points: Email overload and managing difficult workplace communications, Keeping up with rapidly changing AI tools and prompts, Office drama, politics and emotional drain at work, Balancing demanding corporate jobs with personal life and self-care
- posts_analysed: 40
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.7
- promotion_intent: 0.6
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 37
- authenticity_basis: profile_shape_only
- credibility_score: 37
- 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
- [tiktok_iamkaymalcolm#ac899acb] MOOD 👆🏾 Sometimes it be like that 😅 It’s only Wednesday and I’ve already used up my patience and my emotional bandwidth. Drop a 💖 if your workplace drama has rollover minutes and you’re just trying to make it to Friday without a full-blown side-eye meltdown. #WorkBestie #Midw (https://www.tiktok.com/@iamkaymalcolm)
- [tiktok_iamkaymalcolm#ec366146] original sound - iamkaymalcolm
- [tiktok_iamkaymalcolm#d64cb5ee] Rest in the Bass
- [tiktok_iamkaymalcolm#734acf4d] It is a becoming a big trend on TikTok now! Click here: workbestie
- [tiktok_iamkaymalcolm#a0332d67] Check out Kay • VP@Oracle•AI Work Bestie’s video! #TikTok >
- [tiktok_iamkaymalcolm#3db77fd9] 🛫🌴 Planning a trip to Dubai, ladies? Here are the top tips you need to know before you go! (Yes, I talk about what to wear) Stay tuned for more girl-specific travel advice for exploring

## 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=57, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=57, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=57, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=57, 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=57, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=106, 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=57, 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=106, 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=106, method=platform_profile

## Freshness
- profile_checked_days_ago: 106
- content_analysed_days_ago: 57
- audience_updated_days_ago: 57

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