# Glos Coffee & more! (@ambitioninacup) on tiktok

- id: koinon:creator:tiktok_ambitioninacup
- url: https://koinonlink.com/kol/tiktok/ambitioninacup
- schema_version: 1.4

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

## Reach
- followers: 20171
- following: 2019
- posts_observed: 1
- 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: lifestyle
- subcategory: food
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: small business support, mobile coffee & pop-ups, seasonal drinks, local deliveries, community events

## Audience (inferred)
- status: present
- description: Local consumers, primarily in the 209 area (Stockton/Manteca), looking to buy coffee and support small local businesses
- roles: consumer
- seniority: consumer
- pain_points: Looking for convenient local mobile coffee service, Want to support community-owned small businesses over chain stores, Interested in seasonal specialty drinks like pumpkin lattes, Need convenient options for takeout or in-person pickup
- 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: 48
- authenticity_basis: profile_shape_only
- credibility_score: 48
- 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_ambitioninacup#9e307afb] Come on out and support my small business! I would appreciate it so much! Thank you for all the amazing people that support I appreciate you all!!! #supportsmallbusiness #spookyseason #mobilecoffee #fyp #209📍 (https://www.tiktok.com/@ambitioninacup)
- [tiktok_ambitioninacup#baff50c4] Halloween Theme (Opening)
- [tiktok_ambitioninacup#55a948b9] Small businesses are the souls of our communities, and we're committed to helping them bounce back after a difficult year. Whether you're a business owner looking back at the past year, or just want to give some love to your favorite local shop, join us and #SupportSmallBusiness.
- [tiktok_ambitioninacup#2844b517] It is a becoming a big trend on TikTok now! Click here: supportsmallbusiness
- [tiktok_ambitioninacup#245eba08] Check out Glos Coffee & more!’s video! #TikTok >
- [tiktok_ambitioninacup#be970af7] That was fun!! If your a small business owner you know the hustle!! Keep shining!! #fyp #mobilecoffee #vendorlife #SmallBusiness #209📍
- [tiktok_ambitioninacup#d73ef924] original

## 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=55, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=55, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=55, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=55, 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=55, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=99, 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=55, 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=99, 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=99, method=platform_profile

## Freshness
- profile_checked_days_ago: 99
- content_analysed_days_ago: 55
- audience_updated_days_ago: 55

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