# Science & Tech (@newstoolsai) on tiktok

- id: koinon:creator:tiktok_newstoolsai
- url: https://koinonlink.com/kol/tiktok/newstoolsai
- schema_version: 1.4

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

## Reach
- followers: 7385
- following: 110
- posts_total: 71
- posts_observed: 2
- 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: lifestyle
- subcategory: food
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: 快餐品牌秘方揭秘, 家常版KFC/麦当劳/星巴克复制菜, 电子书推广, 零食和甜点秘方
- bio: 🗣️•Stay ahead of the latest Al tools and Trends
#Ai

## Audience (inferred)
- status: present
- description: Home cooks and food enthusiasts who love fast food and want to recreate branded menu items at home
- roles: consumer
- seniority: consumer
- pain_points: Want to enjoy fast food flavors without the cost or guilt, seeking cheaper or healthier homemade versions, Struggle to find accurate, reliable recipes that replicate famous fast food brands, Curious about secret ingredients and hidden tricks behind popular fast food dishes but don’t know where to start
- posts_analysed: 40
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.5
- promotion_intent: 0.3
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 50
- authenticity_basis: profile_shape_only
- credibility_score: 50
- 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_newstoolsai#6b3ca499] Two insanely delicious homemade sauces you need to try! Creamy corn chili sauce and rich mushroom garlic sauce perfect for tacos, fries, potato wedges, burgers, and all your favorite snacks. Easy to make and packed with flavor! YOU #Sauce Recipe #HomemadeSauce #CornChili Sauce #M (https://www.tiktok.com/@newstoolsai)
- [tiktok_newstoolsai#7703d48f] original sound - newstoolsai
- [tiktok_newstoolsai#7c6ab368] It is a becoming a big trend on TikTok now! Click here: sauce
- [tiktok_newstoolsai#64670451] Check out Science & Tech’s video! #TikTok >
- [tiktok_newstoolsai#f25c5e65] Two insanely flavorful homemade sauces you need to try! Creamy roasted garlic and spicy Korean sauce perfect for fried chicken, bread, fries, and all your favorite snacks. Simple ingredients, massive flavor! 😋  #saucerecipe ##homemadesauce #EasyRecipe #koreansauce #KitchenHacks
- [tiktok_newstoolsai#cfa26b1b] KFC fried chicken secret recipe finally revealed 😱🫢! #kfc #kfcrecipe #home

## 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=59, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=59, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=59, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=59, 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=59, 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=59, 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: 59
- audience_updated_days_ago: 59

## AI retrieval
- indexing_requests: 6
- 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_newstoolsai
- Request removal: https://koinonlink.com/claim?k=tiktok_newstoolsai
- Terms: https://koinonlink.com/for-ai