# Nicole | Small Business Tips (@nicslaylo) on tiktok

- id: koinon:creator:tiktok_nicslaylo
- url: https://koinonlink.com/kol/tiktok/nicslaylo
- schema_version: 1.4

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

## Reach
- followers: 97434
- following: 180
- posts_total: 971
- posts_observed: 10
- 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: ecommerce
- subcategory: dtc_brand
- category_confidence: 0.75
- category_source: derived_from_recent_content
- topics: Small business / negosyo tips (#NicsTalks), Starting small and growing gradually, TikTok Ads and online selling, Multiple income streams and side hustles, Product reviews and practical business tools

## Audience (inferred)
- status: present
- description: Filipino small business owners and aspiring micro-entrepreneurs, mostly solo operators or beginners running tiny negosyo
- roles: sales
- seniority: practitioner
- pain_points: Slow or inconsistent daily sales and customer flow, Struggling to start or scale with very limited capital and resources, Difficulty delegating when everything falls on one person, Choosing the right products and avoiding slow-moving inventory
- 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: 65
- authenticity_basis: profile_shape_only
- credibility_score: 65
- 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_nicslaylo#27980f61] Crisp ng sound niya infairness (https://www.tiktok.com/@nicslaylo)
- [tiktok_nicslaylo#56376c5c] original sound - nicslaylo
- [tiktok_nicslaylo#783176e0] Check out Nicole | Business & Adulting’s video! #TikTok >
- [tiktok_nicslaylo#e05dcc1f] Kalasa nya yung natikman ko sa thailand!
- [tiktok_nicslaylo#2206c6b3] My top 5 in mind mabilisan lang!
- [tiktok_nicslaylo#4fa8a3b2] Wes Anderson-esque Cute Acoustic
- [tiktok_nicslaylo#4fb84a38] matetest ang patience mo dito ahaha
- [tiktok_nicslaylo#aece18da] funny scene song(1294833)

## 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=74, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.9, freshness_days=74, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.9, freshness_days=74, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=74, 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=74, 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=0.25, freshness_days=74, 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: 74
- audience_updated_days_ago: 74

## AI retrieval
- indexing_requests: 9
- 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_nicslaylo
- Request removal: https://koinonlink.com/claim?k=tiktok_nicslaylo
- Terms: https://koinonlink.com/for-ai