# lc sign (@lcsign_ledbright) on tiktok

- id: koinon:creator:tiktok_lcsign_ledbright
- url: https://koinonlink.com/kol/tiktok/lcsign_ledbright
- schema_version: 1.4

## Identity
- platform: tiktok
- handle: lcsign_ledbright
- platform_url: https://www.tiktok.com/@lcsign_ledbright
- website: https://wa.me/8613416384138
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 328186
- following: 3
- posts_observed: 1
- 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: ecommerce
- subcategory: dtc_brand
- category_confidence: 0.85
- category_source: derived_from_recent_content
- topics: Custom LED signs and channel letters, Sign manufacturing process and factory details, Storefront branding for businesses, Product examples for restaurants and retail, Direct quote and ordering process
- bio: 👇🏻Get Free Quote
💬Customer Service: [contact removed]

## Audience (inferred)
- status: present
- description: Small and medium business owners, retailers, and restaurant operators seeking custom LED signs and storefront branding
- roles: none
- seniority: decision_maker
- pain_points: Finding a reliable overseas manufacturer with consistent quality, Making their physical storefront stand out and attract customers, Getting custom signs produced and shipped without quality or communication issues, Scaling from small shop signage to chain-level professional branding
- posts_analysed: 25
- confidence: 0.6

## 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: 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
- [tiktok_lcsign_ledbright#acd179ba] From Small Shop to Big Chain – Custom Signs That Take Your Brand to the Next Level!  Get Free Quote/ Sign Design/ Catalog/ Order:   📧 [contact removed]   ☎️ Whatsapp: [contact removed]   #lcsign #tony #customledsigns #businesssignage #franchisesigns #custommadeproducts #shopfron (https://www.tiktok.com/@lcsign_ledbright)
- [tiktok_lcsign_ledbright#6b470b3a] original sound - lcsign_ledbright
- [tiktok_lcsign_ledbright#25e731ec] It is a becoming a big trend on TikTok now! Click here: lcsign
- [tiktok_lcsign_ledbright#3d7e44ca] Check out lc sign’s video! #TikTok >
- [tiktok_lcsign_ledbright#6b7e645e] Search:
- [tiktok_lcsign_ledbright#3c7294e2] tony sign
- [tiktok_lcsign_ledbright#c8199995] - If you receive payment requests for these  accounts and email through private messages, WhatsApp, or email, please do not trust them; they are all fake and aimed at scamming you. They engage in fraudulent activities, including unauthorized use of my video content, whi

## Provenance
Every inferred field below carries how it was produced. Facts stay facts; inferences stay inferences.

- audience.description: source_type=ai_inferred, confidence=0.6, freshness_days=53, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.6, freshness_days=53, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.6, freshness_days=53, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=53, 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=53, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=111, 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=53, 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=111, 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=111, method=platform_profile

## Freshness
- profile_checked_days_ago: 111
- content_analysed_days_ago: 53
- audience_updated_days_ago: 53

## AI retrieval
- indexing_requests: 14
- 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_lcsign_ledbright
- Request removal: https://koinonlink.com/claim?k=tiktok_lcsign_ledbright
- Terms: https://koinonlink.com/for-ai