# Gabry | Marketing & IA (@gabrysolution) on tiktok

- id: koinon:creator:tiktok_gabrysolution
- url: https://koinonlink.com/kol/tiktok/gabrysolution
- schema_version: 1.4

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

## Reach
- followers: 140660
- following: 95
- posts_observed: 12
- verified: false
- size_tier: kol

## 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: Prompt e tool per ChatGPT/Claude, AI gratuite e open source, Storie di successo di creator e imprenditori italiani, Marketing psicologico e trucchi retail, Tutorial pratici su AI e watermark removal

## Audience (inferred)
- status: present
- description: Utenti italiani su TikTok interessati a tool di intelligenza artificiale gratuiti, prompt e storie di successo di creator/imprenditori
- roles: general_ai
- seniority: learner
- pain_points: Trovare AI gratuite o open source potenti come i modelli a pagamento, Imparare prompt e skill avanzate per ChatGPT/Claude senza tutorial chiari, Capire normative come l'AI Act e i rischi di compliance, Distinguere tool utili da trend virali senza valore pratico
- posts_analysed: 40
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.7
- promotion_intent: 0.6
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 58
- authenticity_basis: profile_shape_only
- credibility_score: 58
- flagged_for_review: false
- koinon_bd_grade: B — 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_gabrysolution#fb0488da] Come scoprire tutto quello che conosce ChatGpt su te stesso con usati 3 prompt. #intelligenzaartificiale #chatgpt #prompt (https://www.tiktok.com/@gabrysolution)
- [tiktok_gabrysolution#847bd5c4] original sound - gabrysolution
- [tiktok_gabrysolution#69d115e6] It is a becoming a big trend on TikTok now! Click here: intelligenzaartificiale
- [tiktok_gabrysolution#e90aa0ed] Check out Gabry | Marketing & IA’s video! #TikTok >
- [tiktok_gabrysolution#643a5c50] La cosa più bella di @New Martina ? Non ha cercato di essere qualcun altro. Ha preso quello che già faceva ogni giorno e lo ha condiviso. A volte il talento non è inventare qualcosa di nuovo. È vedere la magia in quello che fai già.
- [tiktok_gabrysolution#3dc7652c] @Riccardo Azzali  16 anni faceva panini da McDonald's.  Oggi ha 2 milioni di follower e un libro con Mondadori.  Senza mai studiare marketing. Ecco come ha fatto
- [tiktok_gabrysolution#4ca8b27c] 35 anni, mezza faccia paralizzata, fuoco di Sant’Antonio. E il telefono che inizia a squillare. Non per lavo

## 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=62, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=62, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=62, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=62, 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=62, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=70, 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=62, 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=70, 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=70, method=platform_profile

## Freshness
- profile_checked_days_ago: 70
- content_analysed_days_ago: 62
- audience_updated_days_ago: 62

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