# Picture Perfect Luis (@pictureperfectluis) on tiktok

- id: koinon:creator:tiktok_pictureperfectluis
- url: https://koinonlink.com/kol/tiktok/pictureperfectluis
- schema_version: 1.4

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

## Reach
- followers: 786115
- following: 723
- posts_observed: 2
- verified: false
- size_tier: kol

## Engagement
- status: average_measured
- engagement_rate: 0.08172
- engagement_rate_basis: average_interactions_per_view
- posts_in_average: 10
- avg_interactions_per_post: 830
- best_post_interactions: 4569
- 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: ecommerce
- subcategory: ecom_ads
- category_confidence: 0.8
- category_source: derived_from_recent_content
- topics: Affordable NYC food reviews and street eats, Travel vlogs and resort stays (Jamaica, Portugal, Mexico, Ve, All-inclusive vacation deals and cost breakdowns, Local NYC events, activities, and date ideas, Sponsored food product trials
- bio: Luis 
NYC | Travel | Food | 🇲🇽 
[contact removed]

## Audience (inferred)
- status: present
- description: NYC locals and budget-conscious travelers interested in affordable food spots, street eats, dining deals, and travel/resort recommendations
- roles: consumer
- seniority: consumer
- pain_points: Finding cheap, high-value meals in expensive NYC, Discovering reliable new food spots and carts without wasting money, Locating affordable travel deals and all-inclusive resort options, Keeping track of seasonal local events and pop-ups on a budget
- posts_analysed: 100
- confidence: 0.9

## 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: 58
- authenticity_basis: engagement_observed
- credibility_score: 58
- 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_pictureperfectluis#ae44afad] Let’s see how much food we can get for $20 in Medellin 🇨🇴  Places visited in the video👇🏻 Plaza Minorista 📍 Betel del monte 📍 La amistad 📍 Jugos Mile Historic Center  📍 Mordiscos 📍 Fruit stand calle 50 & carrera 51 📍 Cafe Molido Which dish would you try?🤤 #colombianfood (https://www.tiktok.com/@pictureperfectluis)
- [tiktok_pictureperfectluis#6399d765] original sound - pictureperfectluis
- [tiktok_pictureperfectluis#5dd71c9d] It is a becoming a big trend on TikTok now! Click here: colombianfood
- [tiktok_pictureperfectluis#6def03a2] Check out Picture Perfect Luis’s video! #TikTok >
- [tiktok_pictureperfectluis#6b7e645e] Search:
- [tiktok_pictureperfectluis#e45d065c] plaza minorista medellin
- [tiktok_pictureperfectluis#0218187a] We’re taking the average wedding budget and turning it into 6 months of travel 🌎 Our series will document exactly how we spend our $34,000 budget (the cost of the average U.S. wedding) on flights, transportation, lodging, activities, food, and all the random cost

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

- audience.description: source_type=ai_inferred, confidence=0.9, freshness_days=76, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.9, freshness_days=76, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.9, freshness_days=76, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=76, 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=76, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=116, 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=76, 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=116, 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=116, method=platform_profile

## Freshness
- profile_checked_days_ago: 116
- content_analysed_days_ago: 76
- audience_updated_days_ago: 76

## AI retrieval
- indexing_requests: 8
- 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_pictureperfectluis
- Request removal: https://koinonlink.com/claim?k=tiktok_pictureperfectluis
- Terms: https://koinonlink.com/for-ai