# Mariah | AI & Tech (@itsmariahbrunner) on tiktok

- id: koinon:creator:tiktok_itsmariahbrunner
- url: https://koinonlink.com/kol/tiktok/itsmariahbrunner
- schema_version: 1.3

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

## Reach
- followers: 49987
- following: 166
- posts_observed: 777
- 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: 0.95
- category_source: derived_from_recent_content
- topics: Claude skills, agents and workflows, Prompt/intent engineering and optimization, AI safety and tool integrations, AI for email marketing and ads auditing, Hiring/job prep and productivity loops, Claude Code commands and setups

## Audience (inferred)
- status: present
- description: AI beginners to practitioners using Claude for work automation, mainly freelancers, marketers, content creators and small business owners
- roles: automation, content
- seniority: practitioner
- pain_points: Setting up reliable Claude skills, agents and integrations with Slack/Gmail/Drive, Managing long chats that lose context or hit usage limits, Building loops and subagents that actually produce consistent results, Learning intent engineering and safety practices before connecting tools
- posts_analysed: 100
- confidence: 0.9

## Commercial (inferred)
- audience_buyer_fit: 0.8
- promotion_intent: 0.8
- 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: 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_itsmariahbrunner#2a8f3b83] comment “challenge” and I’ll send it your way 🫡 also added to my biooo!! A year ago the only AI i touched was ChatGPT, and every person I saw going deep on it was a man, so I counted myself out. Now it runs the back end of both my businesses, my socials, and most of my life. I’m (https://www.tiktok.com/@itsmariahbrunner)
- [tiktok_itsmariahbrunner#5541fa16] original sound - itsmariahbrunner
- [tiktok_itsmariahbrunner#57a61d44] It is a becoming a big trend on TikTok now! Click here: aiforbeginners
- [tiktok_itsmariahbrunner#e5035b06] Check out Mariah | AI & Tech’s video! #TikTok >
- [tiktok_itsmariahbrunner#4a4de451] comment “wrapper” on my IG @Itsmariahbrunner for the cheat sheet 🚀 . . #aitools #aiforbeginners #learnai #higgsfield #aitips
- [tiktok_itsmariahbrunner#8c647ec8] unfortunately, this is relaxing to me 🫢  . . . #claude #claudeai #aihumor #fable #fable5
- [tiktok_itsmariahbrunner#5e40c890] Saxophones

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

- audience.description: source_type=ai_inferred, confidence=0.9, freshness_days=33, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.9, freshness_days=33, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.9, freshness_days=33, 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=1, 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=1, 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=1, method=platform_profile

## Freshness
- profile_checked_days_ago: 1
- content_analysed_days_ago: 0
- audience_updated_days_ago: 33

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