# pushing pistons (@pushingpistons) on tiktok

- id: koinon:creator:tiktok_pushingpistons
- url: https://koinonlink.com/kol/tiktok/pushingpistons
- schema_version: 1.3

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

## Reach
- followers: 4357839
- following: 213
- posts_total: 1721
- posts_observed: 3
- verified: false
- size_tier: kol

## 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: ecommerce
- subcategory: crossborder
- category_confidence: 0.75
- category_source: derived_from_recent_content
- topics: Luxury and performance car reviews, Family SUVs, minivans and 3-row vehicles, New model announcements, prices and comparisons, EV/tech features and acceleration tests, Branded partnerships and car show coverage
- bio: Engineer ⚙️ 
Loves talking about cars 🏎

## Audience (inferred)
- status: present
- description: Car enthusiasts and everyday buyers interested in luxury, performance, family SUVs/minivans, and new model comparisons
- roles: consumer
- seniority: consumer
- pain_points: Deciding between similar family vehicles like minivans, SUVs and crossovers, Understanding real-world pricing, specs and value of high-end or new models, Keeping track of frequent model updates, tech features and performance claims, Finding practical yet exciting or safe options for daily/family use
- posts_analysed: 100
- confidence: 0.9

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

## Quality signals
- authenticity_score: 66
- authenticity_basis: profile_shape_only
- credibility_score: 66
- 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_pushingpistons#9bdc6f00] This Lexus Minivan is too luxurious for the family 😂 (https://www.tiktok.com/@pushingpistons)
- [tiktok_pushingpistons#7654fc11] original sound - pushingpistons
- [tiktok_pushingpistons#8259892d] Check out pushing pistons’s video! #TikTok >
- [tiktok_pushingpistons#6b7e645e] Search:
- [tiktok_pushingpistons#0c2194db] lexus minivan
- [tiktok_pushingpistons#c0d52f62] The Lamborghini Sesto Elemento is a full carbon v10 BEAST
- [tiktok_pushingpistons#ba77522c] lamborghini sesto elemento
- [tiktok_pushingpistons#b2f422f3] The Honda Odyssey is a solid minivan for the whole family #tiktokcarhackscampaign

## 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=33, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.9, freshness_days=33, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.9, freshness_days=33, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=0, 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=0, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=49, 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=0, 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=49, 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=49, method=platform_profile

## Freshness
- profile_checked_days_ago: 49
- content_analysed_days_ago: 0
- audience_updated_days_ago: 33

## AI retrieval
- indexing_requests: 1
- 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_pushingpistons
- Request removal: https://koinonlink.com/claim?k=tiktok_pushingpistons
- Terms: https://koinonlink.com/for-ai