# Sarah Listi (@toolgirlsgarage) on tiktok

- id: koinon:creator:tiktok_toolgirlsgarage
- url: https://koinonlink.com/kol/tiktok/toolgirlsgarage
- schema_version: 1.4

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

## Reach
- followers: 35917
- following: 1005
- posts_total: 944
- 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: home_living
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: Woodworking techniques and shop tools, Finishing methods like varnish, limewash, and wood burning, Tool reviews and brand demos (Bernzomatic, SKIL), Women in woodworking and personal projects, Home improvement upgrades and DIY tips

## Audience (inferred)
- status: present
- description: DIY woodworking hobbyists and home improvement enthusiasts who enjoy hands-on projects with tools, finishing techniques, and wood crafts
- roles: consumer
- seniority: consumer
- pain_points: Achieving smooth, professional finishes on wood without expensive equipment, Struggling with difficult tasks like drywall work or heavy material handling, Finding reliable, powerful tools that are beginner-friendly yet effective, Learning techniques like Shou Sugi Ban or proper glue-ups without prior experience
- posts_analysed: 40
- confidence: 0.75

## 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: 59
- authenticity_basis: profile_shape_only
- credibility_score: 59
- 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_toolgirlsgarage#a02ca53a] Varnish on cedar 🔥👌🏻 literal perfection!  Been a hot minute since my stepmom, Lisa- who is an angel on earth built this cool cedar bench for a neighbor of hers! What a fun project!  #cedar #tradielady #womeninwoodworking (https://www.tiktok.com/@toolgirlsgarage)
- [tiktok_toolgirlsgarage#f5a06179] original sound - toolgirlsgarage
- [tiktok_toolgirlsgarage#5a4fd34a] Break My Stride
- [tiktok_toolgirlsgarage#e32b0cca] It is a becoming a big trend on TikTok now! Click here: cedar
- [tiktok_toolgirlsgarage#32e6ac1c] Check out Sarah Listi’s video! #TikTok >
- [tiktok_toolgirlsgarage#4dbcdf02] Wood burning art- fun, but so relaxing too! Have you ever tried it?!  Tracing with carbon paper is such a useful tip that doesn’t get enough love! Definitely a great tool to keep in your arsenal.  #woodart #woodburning #womeninstem
- [tiktok_toolgirlsgarage#b94edbfb] She put in that work
- [tiktok_toolgirlsgarage#b23474f7] The sounds of Shou Sugi Ban! Would y’all try this?!  Fully one of my favorite “new” methods of woodworking!  @bernzomatic1876 Blaze Torch  #woodburning #shou

## 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=71, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=71, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=71, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=71, 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=71, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=93, 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=71, 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=93, 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=93, method=platform_profile

## Freshness
- profile_checked_days_ago: 93
- content_analysed_days_ago: 71
- audience_updated_days_ago: 71

## AI retrieval
- indexing_requests: 13
- 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_toolgirlsgarage
- Request removal: https://koinonlink.com/claim?k=tiktok_toolgirlsgarage
- Terms: https://koinonlink.com/for-ai