# Ronny & Paola | IA & Marketing (@futurasmentes) on tiktok

- id: koinon:creator:tiktok_futurasmentes
- url: https://koinonlink.com/kol/tiktok/futurasmentes
- schema_version: 1.4

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

## Reach
- followers: 45244
- following: 29
- posts_observed: 7
- 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: ai_tools
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: AI image and ad generation with Gemini + Canva, Prompt libraries and advanced prompting techniques, Digital privacy and security tips (Google, WhatsApp, TikTok,, Quick TikTok content creation using AI templates and trends, Creating professional brand identities and product visuals w

## Audience (inferred)
- status: present
- description: Spanish-speaking content creators, small business owners and solopreneurs who want to use AI for marketing visuals, ads and TikTok content without hiring designers
- roles: content
- seniority: practitioner
- pain_points: Struggling to generate high-quality, realistic AI images and ads that don't look fake or deformed, Spending too much time or money on designers for product photos, posters and brand assets, Getting mediocre or robotic results from ChatGPT/Gemini because of poor prompts, Worrying about digital privacy, data tracking and online safety for themselves and their families
- posts_analysed: 40
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.3
- promotion_intent: 0.1
- 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: 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.

## 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=67, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=67, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=67, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=67, 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=67, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=58, 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=67, 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=58, 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=58, method=platform_profile

## Freshness
- profile_checked_days_ago: 58
- content_analysed_days_ago: 67
- audience_updated_days_ago: 67

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