# werner bronkhorst (@werner_bronkhorst) on tiktok

- id: koinon:creator:tiktok_werner_bronkhorst
- url: https://koinonlink.com/kol/tiktok/werner_bronkhorst
- schema_version: 1.4

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

## Reach
- followers: 888980
- following: 24
- posts_total: 545
- posts_observed: 3
- verified: false
- size_tier: kol

## Engagement
- status: average_measured
- engagement_rate: 0.07078
- engagement_rate_basis: average_interactions_per_view
- posts_in_average: 10
- avg_interactions_per_post: 3859
- best_post_interactions: 13097
- measurement_source: tiktok_posts_mean
- measurement_formula: digg + comment + share, mean over observed posts, divided by the mean play count of those same posts — on TikTok the algorithmic feed decides reach, so followers are not the denominator that describes what share of an audience engaged
- comparable_pool: view_based_interactions
- status_note: engagement_rate is a MEAN over the posts we observed (posts_in_average says how many).
- 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: 0.75
- category_source: derived_from_discovery_path
- topics: Porsche-themed paintings, Art created during travel or flights, Painting tutorials and process, Exhibitions and artist residencies, Aviation and helicopter studies
- bio: The whole world’s a canvas. 
We’re just walking in it.
More on my Instagram 🙌🏼

## Audience (inferred)
- status: present
- description: Art enthusiasts, collectors and car lovers drawn to contemporary paintings featuring Porsches, aviation and travel themes, plus some aspiring artists seeking tutorials
- roles: consumer
- seniority: consumer
- pain_points: Finding original artwork that blends fine art with luxury car culture, Accessing affordable or unique pieces from emerging artists, Learning specific techniques for painting vehicles, helicopters or scenes created in unusual locations like airplanes
- posts_analysed: 31
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.2
- promotion_intent: 0.1
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 66
- authenticity_basis: engagement_observed
- credibility_score: 66
- 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_werner_bronkhorst#f334823d] The second best artwork in the collection The beauty of having paint left over from other artworks in this collection is that I can bundle them onto a fresh canvas, sweep the colours into one another and see what happens. The different shades of blues that were once so distinct a (https://www.tiktok.com/@werner_bronkhorst)

## 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=52, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=52, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=52, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=52, 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=52, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=93, 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=0.5, freshness_days=52, 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=93, 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=93, method=platform_profile

## Freshness
- profile_checked_days_ago: 93
- content_analysed_days_ago: 52
- audience_updated_days_ago: 52

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