# Tiffany Hepworth (@tiffany_hepworth_author) on threads

- id: koinon:creator:threads_tiffany_hepworth_author
- url: https://koinonlink.com/kol/threads/tiffany_hepworth_author
- schema_version: 1.4

## Identity
- platform: threads
- handle: tiffany_hepworth_author
- platform_url: https://www.threads.net/@tiffany_hepworth_author
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 1514
- posts_observed: 1
- verified: false
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00594
- best_post_interactions: 9
- measurement_source: threads_post_likes
- measurement_formula: likes on one post (Threads exposes no reply or repost count on this path)
- comparable_pool: peak_interactions
- status_note: We have only the single best observed post, so no mean exists. peak_post_engagement_rate is an UPPER BOUND, systematically higher than an average — never compare it against an average rate.
- 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: software
- subcategory: ai_tools
- category_confidence: 0.7
- category_source: derived_from_discovery_path
- topics: Indie book pre-order campaigns, Amazon book visibility and rankings, Mystery novel promotions, Social media ads for book sales
- bio: Published author looking for fellow authors and passionate readers 📚 
-DARK MYSTERIES OF FATE 
-ON ONE GHASTLY CHRISTMAS EVE Available on Amazon

## Audience (inferred)
- status: present
- description: Indie mystery readers and fellow authors seeking affordable new releases with LGBTQ+ themes
- roles: consumer
- seniority: consumer
- pain_points: Finding affordable indie mystery books under $1, Discovering new authors with relatable LGBTQ+ protagonists, Supporting small authors amid low visibility on Amazon
- posts_analysed: 8
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.1
- promotion_intent: 0.3
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 32
- authenticity_basis: engagement_observed
- credibility_score: 32
- 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
- [threads_tiffany_hepworth_author#dbae3975] Can we get it to 20 please??!! Help an indie author out! 🙌 It's only 0.99 👀 (https://www.threads.com/@tiffany_hepworth_author/post/DZ5wkcGjagL)
- [threads_tiffany_hepworth_author#1c42bcee] Testing something. Did this show in your news feed?
- [threads_tiffany_hepworth_author#1e32354d] Guys... RUN to Amazon! 🏃‍♂️ 🏃‍♀️ MY BOOK IS UP FOR PRE-ORDER... AND ITS 0.99!!!! https://shorturl.at/kppe6
- [threads_tiffany_hepworth_author#4e9c9d5d] Not to brag, but I've been stuck at 9 pre-orders for 2 weeks now 😬 surely someone wants to read about a sarcastic gay woman who finds her best friend dead in the kitchen one morning?
- [threads_tiffany_hepworth_author#3f418cd7] This is good so far... right? 👀
- [threads_tiffany_hepworth_author#2232a98c] Is this Amazon book overview tempting enough to buy it? 👀👀
- [threads_tiffany_hepworth_author#a4783bd1] Make this turn into 5 please 😭😭
- [threads_tiffany_hepworth_author#b179fb6d] Anyone got any tips? Just paid for a tiktok boost on a post (8.99!) And it's saying 30 people clicked the link on the ad to my pre-order page... still stuck on 3 pre-orders!!! Surely every single person who viewed it didn't back out and not buy it? Someone make it make sense?!

## Provenance
Every inferred field below carries how it was produced. Facts stay facts; inferences stay inferences.

- audience.description: source_type=ai_inferred, confidence=0.4, freshness_days=78, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=78, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=78, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=78, 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=78, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=122, 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=0.5, freshness_days=78, 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=122, 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=122, method=platform_profile

## Freshness
- profile_checked_days_ago: 122
- content_analysed_days_ago: 78
- audience_updated_days_ago: 78

## AI retrieval
- indexing_requests: 7
- 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=threads_tiffany_hepworth_author
- Request removal: https://koinonlink.com/claim?k=threads_tiffany_hepworth_author
- Terms: https://koinonlink.com/for-ai