# Lorand Fabian (@Ingredientsage) on x

- id: koinon:creator:x_ingredientsage
- url: https://koinonlink.com/kol/x/Ingredientsage
- schema_version: 1.4

## Identity
- platform: x
- handle: Ingredientsage
- platform_url: https://twitter.com/Ingredientsage
- website: http://ingredientsage.com
- country: United States
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 6033
- following: 5828
- posts_total: 14804
- posts_observed: 20
- posts_per_day: 26.868
- account_age_days: 551
- verified: true
- 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: lifestyle
- subcategory: beauty
- category_confidence: 0.8
- category_source: derived_from_recent_content
- topics: Supplement ingredient breakdowns, Cosmetic active ingredients and extracts, Chelated minerals and bioavailability, Natural plant-based ingredients (Moringa, Lotus, mushrooms)
- bio: Because ingredients matter. NOT a health guru, just 15+ years in supplements/cosmetics manufacturing🇺🇸Made in the USA🇺🇸
🇺🇸American Patriot🇺🇸 IFB 🇺🇸

## Audience (inferred)
- status: present
- description: Consumers interested in supplements and cosmetics who research specific ingredients, formulations, and manufacturing quality before buying
- roles: consumer
- seniority: consumer
- pain_points: Difficulty verifying ingredient quality and sourcing in supplements/cosmetics, Overwhelmed by complex nutrient lists and proprietary blends on labels, Finding US-made products with transparent, high-bioavailability ingredients
- posts_analysed: 7
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.1
- promotion_intent: 0.3
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 46
- authenticity_basis: profile_shape_only
- credibility_score: 46
- 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
- [x_ingredientsage#69832c34] https://t.co/LDNgmLhIeJ (https://twitter.com/Ingredientsage/status/2071316635743355225)
- [x_ingredientsage#42acd4eb] https://t.co/cn3tOFwi6h
- [x_ingredientsage#9e6aedd0] LifeSeasons Women's Multivitamin. 23 nutrients, TRAACS chelated minerals, NAD+, PureWay-C, probiotics, and a 7-mushroom blend—all in veggie caps. • Built for absorption, not just a label full of RDAs. On Amazon: 👉 https://t.co/MiyAYD2hG5 https://t.co/RsFGI5S4RS
- [x_ingredientsage#da63bb9b] Moringa oil, derived from the seeds of the Moringa oleifera tree, is renowned for its rich nutritional profile. Packed with antioxidants, vitamins, and essential fatty acids, it promotes skin hydration, reduces inflammation, and combats oxidative stress. https://t.co/bBZwPk3lA6
- [x_ingredientsage#7657919a] https://t.co/XmEUXIj1ig
- [x_ingredientsage#accdae42] PDRN Vitality Serum https://t.co/yQIF0QnmuU https://t.co/OAjY5WNKn9
- [x_ingredientsage#341cfb53] Lotus extract is derived from the flowers, leaves, or seeds of the lotus plant, known for its medicinal and cosmetic properties. It's rich in antioxidants, anti-inflammatories, vitamins, and minerals used

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

- audience.description: source_type=ai_inferred, confidence=0.4, freshness_days=77, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=77, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=77, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=77, 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=77, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=110, 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=77, 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=110, 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=110, method=platform_profile

## Freshness
- profile_checked_days_ago: 110
- content_analysed_days_ago: 77
- audience_updated_days_ago: 77

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