# Beeb (@habeebng) on tiktok

- id: koinon:creator:tiktok_habeebng
- url: https://koinonlink.com/kol/tiktok/habeebng
- schema_version: 1.4

## Identity
- platform: tiktok
- handle: habeebng
- platform_url: https://www.tiktok.com/@habeebng
- website: https://bit.ly/3SpOK46
- country: United States
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 3919
- following: 86
- 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: app
- category_confidence: 0.8
- category_source: derived_from_recent_content
- topics: Gaming laptops and setups, Phone cases and accessories, Desk setups and productivity gear, Drone reviews and unboxings, Tech product promotions and vlogs
- bio: Tech and lifestyle
Email: [contact removed]

## Audience (inferred)
- status: present
- description: Tech gadget consumers, gamers, and students interested in gaming laptops, desk setups, phone accessories, and lifestyle tech reviews
- roles: consumer
- seniority: consumer
- pain_points: Finding durable protection for phones during active use, Managing multi-device charging on the go, Building affordable yet functional gaming or productivity desk setups, Discovering unique or immersive tech like drones and AI wearables
- posts_analysed: 40
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.8
- promotion_intent: 0.7
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 39
- authenticity_basis: profile_shape_only
- credibility_score: 39
- 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_habeebng#331b1b05] Asus Rog Zephyrus G14 upgrade. The Ultimate gaming laptop powered by intel core ultra 9 and RTX 5070Ti #desksetup #gaming #gaminglaptop #pc (https://www.tiktok.com/@habeebng)
- [tiktok_habeebng#19455a92] original sound - habeebng
- [tiktok_habeebng#75f13988] It is a becoming a big trend on TikTok now! Click here: desksetup
- [tiktok_habeebng#b10fd2b7] Check out Beeb’s video! #TikTok >
- [tiktok_habeebng#74045f5f] Getting the absolute most out of the Pixel 11 Pro XL ⚡️ The built-in 360° spin ring on the TORRAS Q3 Spin lets you lock into portrait or landscape mode instantly, plus super strong MagSafe magnets for all your gear. Tap the link in bio to check it out! #Pixel11Pro #GooglePixel11 
- [tiktok_habeebng#7d623b13] The TORRAS Q3 Air Pro case has helped keep my iPhone safe through all my outdoor workouts and active days. That heavy-duty airbag protection means total peace of mind on the go. 🏔️🏋️‍♂️ #TORRAS #Q3AirPro #

## 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=94, 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=94, 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=94, method=platform_profile

## Freshness
- profile_checked_days_ago: 94
- content_analysed_days_ago: 57
- audience_updated_days_ago: 57

## AI retrieval
- indexing_requests: 12
- 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_habeebng
- Request removal: https://koinonlink.com/claim?k=tiktok_habeebng
- Terms: https://koinonlink.com/for-ai