# Vero👩🏽‍💻Web+Brand Designer (@pixeldesignlab) on tiktok

- id: koinon:creator:tiktok_pixeldesignlab
- url: https://koinonlink.com/kol/tiktok/pixeldesignlab
- schema_version: 1.4

## Identity
- platform: tiktok
- handle: pixeldesignlab
- platform_url: https://www.tiktok.com/@pixeldesignlab
- country: France
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 45675
- following: 160
- posts_observed: 1
- verified: false
- size_tier: koc

## 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: saas
- category_confidence: 0.87
- category_source: derived_from_recent_content
- topics: Website design for conversion, Brand identity and visual systems, Website builder rankings and no-code tools, Solopreneur website strategy, Rebranding case studies

## Audience (inferred)
- status: present
- description: Solopreneurs, coaches, therapists, small e-commerce brands and freelance marketers/UGC creators who need branding and websites
- roles: design
- seniority: decision_maker
- pain_points: Websites not converting visitors into clients, Brand not clearly communicating value leading to lost sales, Overwhelmed choosing website builders and platforms, Struggling to make AI content or templates look premium and on-brand
- 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: 53
- authenticity_basis: profile_shape_only
- credibility_score: 53
- 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_pixeldesignlab#9b9528ac] Rebranding a company with 127 years of history is slightly terrifying, not gonna lie 😅 When @City Sport trusted me with their brand and website redesign, the biggest question was: How do you respect heritage without making it feel outdated? The easy route would’ve been a cap in  (https://www.tiktok.com/@pixeldesignlab)
- [tiktok_pixeldesignlab#07593b33] original sound - pixeldesignlab /

## 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=61, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=61, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=61, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=61, 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=61, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=107, 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=61, 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=107, 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=107, method=platform_profile

## Freshness
- profile_checked_days_ago: 107
- content_analysed_days_ago: 61
- audience_updated_days_ago: 61

## AI retrieval
- indexing_requests: 13
- 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_pixeldesignlab
- Request removal: https://koinonlink.com/claim?k=tiktok_pixeldesignlab
- Terms: https://koinonlink.com/for-ai