# isabel amat (@isabel_amat) on tiktok

- id: koinon:creator:tiktok_isabel_amat
- url: https://koinonlink.com/kol/tiktok/isabel_amat
- schema_version: 1.3

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

## Reach
- followers: 2996
- following: 143
- posts_observed: 3
- verified: false
- size_tier: nano

## 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: ai_tools
- category_confidence: 0.85
- category_source: derived_from_discovery_path
- topics: Personal storytelling and relationship journey, Mental health and emotional well-being, Productivity and overcoming procrastination, Lifestyle content and daily routines, Beauty and self-image struggles, Language learning and cultural expression

## Audience (inferred)
- status: present
- description: Young, urban professionals and content creators in NYC, mostly women in their 20s-30s who value personal storytelling, mental wellness, and lifestyle authenticity
- roles: general_ai
- seniority: practitioner
- pain_points: Struggling with perfectionism and overthinking that blocks action, Feeling insecure about appearance and social validation, Lacking clear, actionable life hacks that actually work with limited budget, Feeling overwhelmed by the pressure to constantly create content and perform online
- posts_analysed: 40
- 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: 37
- authenticity_basis: profile_shape_only
- credibility_score: 37
- 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_isabel_amat#f68e9af3] genuinely the greatest person ever he thinks of every detail💛👀 #proposal #engagementring #ringsize #planning #ring #wedding (https://www.tiktok.com/@isabel_amat)
- [tiktok_isabel_amat#a05cb13c] original sound - isabel_amat
- [tiktok_isabel_amat#8c9eaa6c] It is a becoming a big trend on TikTok now! Click here: proposal
- [tiktok_isabel_amat#c629893b] Check out isabel amat’s video! #TikTok >
- [tiktok_isabel_amat#f753bf17] i never thought this would be my celebrity lookalike but at least he’s funny? and he looked hot in that one Severance sequence #adamscott #severance #appletv #doppelgänger #lookalike #celebritylookalike  #genetics
- [tiktok_isabel_amat#c73b1116] sorry i look like i woke up at dawn to work, its just that i did🤫 i love my JOB and my life and it feels like an actual sigh of relief to say that.  if you know exactly the dream you’d rather be chasing, or you’re just sure this isn’t the right path for you anymore, take the lea

## 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=0, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=0, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=0, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=0, 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=0, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=13, 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=0, 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=13, 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=13, method=platform_profile

## Freshness
- profile_checked_days_ago: 13
- content_analysed_days_ago: 0
- audience_updated_days_ago: 0

## AI retrieval
- indexing_requests: 1
- 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_isabel_amat
- Request removal: https://koinonlink.com/claim?k=tiktok_isabel_amat
- Terms: https://koinonlink.com/for-ai