# Tina | AI Work Bestie ✨ (@tinacruz_84) on tiktok

- id: koinon:creator:tiktok_tinacruz_84
- url: https://koinonlink.com/kol/tiktok/tinacruz_84
- schema_version: 1.4

## Identity
- platform: tiktok
- handle: tinacruz_84
- platform_url: https://www.tiktok.com/@tinacruz_84
- website: https://shopmy.us/shop/tinacruzsocial/most-popular
- country: United States
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 7168
- following: 147
- posts_observed: 4
- 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: Microsoft Copilot daily prompts and workflows, Tracking wins and accomplishments, Stakeholder visibility and executive summaries, Inbox and priority management systems, AI productivity hacks for corporate life
- bio: simple AI tips for corporate women who want to:
✨ Do less busywork
📈 Look more strategic 
💌[contact removed]

## Audience (inferred)
- status: present
- description: Corporate women in mid-level roles using Microsoft Copilot and AI tools to reduce busywork and increase visibility
- roles: general_ai
- seniority: practitioner
- pain_points: Spending too much time on manual busywork and repetitive tasks, Struggling to track and showcase accomplishments for reviews and promotions, Difficulty organizing priorities, inboxes, and stakeholder updates, Feeling behind on practical AI adoption while peers advance
- posts_analysed: 40
- 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
- [tiktok_tinacruz_84#768fc87f] keeping it simple here with my first and only agent (for now) 🤖 I’m no video production guru but trying to share with my corporate copilot girlies with license access how easy this is. progress/impact/brag sheet/ accomplishment tracker made simple. 🤖🫰🏽☺️ THIS saves me so much (https://www.tiktok.com/@tinacruz_84)
- [tiktok_tinacruz_84#9f250bd9] original sound - rweeditz1
- [tiktok_tinacruz_84#0a373897] Ain't It Fun
- [tiktok_tinacruz_84#5a6a6fe9] It is a becoming a

## 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=66, 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=66, 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=66, method=platform_profile

## Freshness
- profile_checked_days_ago: 66
- content_analysed_days_ago: 57
- audience_updated_days_ago: 57

## AI retrieval
- indexing_requests: 7
- 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_tinacruz_84
- Request removal: https://koinonlink.com/claim?k=tiktok_tinacruz_84
- Terms: https://koinonlink.com/for-ai