# Gemma Fowler (@gemmagracefowler) on tiktok

- id: koinon:creator:tiktok_gemmagracefowler
- url: https://koinonlink.com/kol/tiktok/gemmagracefowler
- schema_version: 1.4

## Identity
- platform: tiktok
- handle: gemmagracefowler
- platform_url: https://www.tiktok.com/@gemmagracefowler
- website: https://www.northantslife.co.uk/vote/
- country: United Kingdom
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 15489
- following: 771
- posts_total: 1653
- posts_observed: 3
- 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: 0.85
- category_source: derived_from_recent_content
- topics: Daily cafe owner life and behind-the-scenes, Matcha, cold brew and iced drink recipes, Açai bowls and cafe menu items, Hidden Gem cafe milestones and local awards, Northamptonshire cafe scene and local eats
- bio: Life navigating cafe owner life 
Owner of @Hidden Gem 🫐
📧[contact removed]

## Audience (inferred)
- status: present
- description: UK cafe/coffee shop owners, baristas and local coffee enthusiasts interested in small business cafe life, especially around Northamptonshire
- roles: consumer
- seniority: practitioner
- pain_points: Long hours and physical demands of running a small cafe, Balancing pretty drink presentation with actual operations and storage issues, Competing locally and hitting business milestones like awards or anniversaries, Sourcing and prepping ingredients for consistent açai, matcha and cold brew
- posts_analysed: 100
- confidence: 0.9

## Commercial (inferred)
- audience_buyer_fit: 0.2
- promotion_intent: 0.1
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 54
- authenticity_basis: profile_shape_only
- credibility_score: 54
- 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_gemmagracefowler#b0f34083] My best year yet #australia (https://www.tiktok.com/@gemmagracefowler)
- [tiktok_gemmagracefowler#23e551f0] From places to people, show us what makes up #Australia.
- [tiktok_gemmagracefowler#e7f1f8c4] It is a becoming a big trend on TikTok now! Click here: australia
- [tiktok_gemmagracefowler#24ce6eb8] Check out Gem’s video! #TikTok >
- [tiktok_gemmagracefowler#320e3ff9] The actions in this video are performed or supervised by professionals. Do not attempt.
- [tiktok_gemmagracefowler#5801234e] So pretty 🍓🍓 #matcha #coffeeshopowner #Northamptonshire
- [tiktok_gemmagracefowler#4895002d] Look how pink so prettyyy
- [tiktok_gemmagracefowler#6b7e645e] Search:

## 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=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=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=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: 76
- audience_updated_days_ago: 76

## AI retrieval
- indexing_requests: 11
- 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_gemmagracefowler
- Request removal: https://koinonlink.com/claim?k=tiktok_gemmagracefowler
- Terms: https://koinonlink.com/for-ai