# JesRael | AI for Biz (@jesrael.rosareal) on tiktok

- id: koinon:creator:tiktok_jesrael.rosareal
- url: https://koinonlink.com/kol/tiktok/jesrael.rosareal
- schema_version: 1.4

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

## Reach
- followers: 3247
- following: 47
- posts_observed: 1
- 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: 0.93
- category_source: derived_from_recent_content
- topics: n8n workflows and tutorials, AI automation for business tasks, YouTube metadata and content automation, AI agents for expenses/invoices/property management, RAG and WhatsApp bot setups
- bio: Want to Increase Business Efficiency with AI and Automation? 🚀
Claim Free Workflows Here :

## Audience (inferred)
- status: present
- description: Small business owners, solopreneurs and freelancers who want to automate repetitive business tasks using no-code tools like n8n
- roles: automation
- seniority: practitioner
- pain_points: Spending hours manually translating YouTube titles/descriptions, Handling repetitive admin tasks like invoicing and expense tracking, Building and maintaining multi-step workflows across Google apps and other tools, Struggling to scale content creation and property/business management without extra headcount
- posts_analysed: 40
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.9
- promotion_intent: 0.9
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 38
- authenticity_basis: profile_shape_only
- credibility_score: 38
- 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_jesrael.rosareal#dc4cb656] 3 boring ai services you can sell this 2026 #aiautomation (https://www.tiktok.com/@jesrael.rosareal)
- [tiktok_jesrael.rosareal#5b18ef48] MI CHIQUITA
- [tiktok_jesrael.rosareal#cc8d1602] It is a becoming a big trend on TikTok now! Click here: aiautomation
- [tiktok_jesrael.rosareal#9f5a44ad] Check out JesRael | AI for Biz’s video! #TikTok >
- [tiktok_jesrael.rosareal#d4ae1b19] Higgsfield + Nano Banana Pro 🍌 #nanobananapro #higgsfield #aitools
- [tiktok_jesrael.rosareal#49e57331] original sound - jesrael.rosareal
- [tiktok_jesrael.rosareal#e0d469ad] Open Claw/ Clawdbot Explained in 90 seconds!  #openclaw #Clawdbot #AI #aitrend #fyp
- [tiktok_jesrael.rosareal#65289b41] Talk with your Sheets ✅ #n8n #automation #ai #viral #fyp

## 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=66, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=66, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=66, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=66, 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=66, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=67, 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=66, 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=67, 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=67, method=platform_profile

## Freshness
- profile_checked_days_ago: 67
- content_analysed_days_ago: 66
- audience_updated_days_ago: 66

## AI retrieval
- indexing_requests: 7
- 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_jesrael.rosareal
- Request removal: https://koinonlink.com/claim?k=tiktok_jesrael.rosareal
- Terms: https://koinonlink.com/for-ai