# fierywife (@britinspire) on tiktok

- id: koinon:creator:tiktok_britinspire
- url: https://koinonlink.com/kol/tiktok/britinspire
- schema_version: 1.4

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

## Reach
- followers: 19531
- following: 129
- 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: home_living
- category_confidence: 0.85
- category_source: derived_from_recent_content
- topics: 园艺DIY项目, 花园工具与装饰改造, 家居改善小技巧, AI工具小硬件搭建
- bio: Ex-Dev • Solo Founder 💻
Garden lover 🌱
Tools + Vibe Coding drops
All links 👇

## Audience (inferred)
- status: present
- description: DIY gardening enthusiasts and home upgraders, mainly everyday people who enjoy crafting garden decor and modifying tools
- roles: consumer
- seniority: consumer
- pain_points: Limited garden space or physical constraints like pipes make it hard to utilize the area, Hard to find affordable, practical gardening tools and modification ideas, Lack of simple, repeatable DIY project inspiration, Don’t know how to incorporate small tools or AI elements into daily life
- posts_analysed: 40
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.9
- promotion_intent: 0.7
- 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_britinspire#b079284c] #diyproject #gardentools #LearnOnTikTok (https://www.tiktok.com/@britinspire)
- [tiktok_britinspire#47fde27c] original sound - britinspire
- [tiktok_britinspire#a6079797] Looking to DIY? Find a community full of tips and tricks to guide you. Your next project starts on TikTok.
- [tiktok_britinspire#2ffdaabb] It is a becoming a big trend on TikTok now! Click here: diyproject
- [tiktok_britinspire#ee3d1286] Check out fierywife’s video! #TikTok >
- [tiktok_britinspire#31184077] #decoration #decorationchallenge #gardendecoration #gardentool
- [tiktok_britinspire#cb0cf2a1] Laxed
- [tiktok_britinspire#cd008087] #gardentools #decorationchallenge #gardendecorideas #gardendesign

## 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=69, 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=69, 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=69, method=platform_profile

## Freshness
- profile_checked_days_ago: 69
- 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_britinspire
- Request removal: https://koinonlink.com/claim?k=tiktok_britinspire
- Terms: https://koinonlink.com/for-ai