# Shop Latte | Support Local (@shopwithlatte) on tiktok

- id: koinon:creator:tiktok_shopwithlatte
- url: https://koinonlink.com/kol/tiktok/shopwithlatte
- schema_version: 1.4

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

## Reach
- followers: 2363
- following: 117
- 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: ecommerce
- subcategory: dtc_brand
- category_confidence: 0.85
- category_source: derived_from_recent_content
- topics: shoplocal / 支持小微企业, Shop Latte平台功能与更新, solo founder自筹自建经历, 女性/多元创业者故事, 本地发现与社区连接
- bio: For makers, doers (services), and neighbors. 🏘️
+1,500 small businesses have joined. 🌱
Come link yours for free today! 🛍️
USA only 🇺🇸

## Audience (inferred)
- status: present
- description: small business owners (especially solo founders, women-owned, and LGBTQ+ businesses) and local consumers passionate about supporting local economies
- roles: sales
- seniority: decision_maker
- pain_points: struggling to gain visibility locally, squeezed out by big companies' ad dominance, unable to connect with relevant local customers and community support, lack of validation, resources, and emotional support as solo entrepreneurs, existing directories and search tools that aren’t designed with small businesses in mind
- posts_analysed: 97
- confidence: 0.9

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

## Quality signals
- authenticity_score: 36
- authenticity_basis: profile_shape_only
- credibility_score: 36
- 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_shopwithlatte#a248adc0] Hi, my name is Sarah and I built this platform with so much love, care, and attention to supporting local small businesses.  Please join us as we support small, local, and our neighbors. I would love for you all to check us out or join us if you’re a small business owner yourself (https://www.tiktok.com/@shopwithlatte)
- [tiktok_shopwithlatte#ac228d86] THIS LOVE IS A SURE THING
- [tiktok_shopwithlatte#f5ed7d36] Check out Shop Latte | Support Local’s video! #TikTok >
- [tiktok_shopwithlatte#ce003c4f] This love is a sure thing 💛
- [tiktok_shopwithlatte#eb1d8f5f] Replying to @KP✨ whoops my bad 🤭😅 #shoplocal #supportsmallbusiness #shopsmall #supportlocal #supportlocalbusiness
- [tiktok_shopwithlatte#70780b04] original sound - shopwithlatte
- [tiktok_shopwithlatte#afd77a61] It is a becoming a big trend on TikTok now! Click here: shoplocal
- [tiktok_shopwithlatte#ea26eec1] Solo founder.

## 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=76, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.9, freshness_days=76, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.9, freshness_days=76, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=76, 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=76, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=92, 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=76, 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=92, 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=92, method=platform_profile

## Freshness
- profile_checked_days_ago: 92
- content_analysed_days_ago: 76
- audience_updated_days_ago: 76

## AI retrieval
- indexing_requests: 10
- 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_shopwithlatte
- Request removal: https://koinonlink.com/claim?k=tiktok_shopwithlatte
- Terms: https://koinonlink.com/for-ai