# Forrest Jones (@forrestsautoreviews) on tiktok

- id: koinon:creator:tiktok_forrestsautoreviews
- url: https://koinonlink.com/kol/tiktok/forrestsautoreviews
- schema_version: 1.3

## Identity
- platform: tiktok
- handle: forrestsautoreviews
- platform_url: https://www.tiktok.com/@forrestsautoreviews
- website: https://vehicleforgood.com/pages/win-a-2026-corvette-or-40-000?sacode=osfjdf&utm_source=simple-affiliate&utm_medium=affiliate&utm_campaign=vehicleforgood+(6891714707674)
- country: United States
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 8357099
- following: 1015
- posts_total: 1359
- posts_observed: 3
- verified: false
- size_tier: kol

## Engagement
- status: average_measured
- engagement_rate: 0.13306
- engagement_rate_basis: average_interactions_per_view
- posts_in_average: 10
- avg_interactions_per_post: 265817
- best_post_interactions: 717733
- measurement_source: tiktok_posts_mean
- measurement_formula: digg + comment + share, mean over observed posts, divided by the mean play count of those same posts — on TikTok the algorithmic feed decides reach, so followers are not the denominator that describes what share of an audience engaged
- comparable_pool: view_based_interactions
- status_note: engagement_rate is a MEAN over the posts we observed (posts_in_average says how many).
- 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
- category_confidence: 0.9
- category_source: derived_from_discovery_path
- topics: Luxury and supercar reviews, EV and Chinese car value comparisons, Price vs worth discussions, Hypercar and performance tests, Import model availability in the US
- bio: All glory to God!🙏🏽 
Biz: [contact removed]

## Audience (inferred)
- status: present
- description: TikTok car enthusiasts focused on luxury vehicles, supercars, EVs and value comparisons, mainly US viewers interested in high-end or imported models
- roles: consumer
- seniority: consumer
- pain_points: Deciding whether expensive cars justify their price tags, Comparing Chinese EVs or new imports against Tesla Model Y or established luxury SUVs, Limited US availability or high costs for desirable foreign models, Evaluating performance and features across hypercars and daily drivers
- posts_analysed: 100
- confidence: 0.9

## Commercial (inferred)
- audience_buyer_fit: 0.2
- promotion_intent: 0.3
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 66
- authenticity_basis: engagement_observed
- 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_forrestsautoreviews#0341744a] Tag someone who would drive this minivan 😂 • • • • • • • #ford #minivan #ev #cartok #foryoupage (https://www.tiktok.com/@forrestsautoreviews)
- [tiktok_forrestsautoreviews#d39e5058] original sound - forrestsautoreviews
- [tiktok_forrestsautoreviews#4b9c2970] During the 2022 #goodwood Festival of Speed, I Have Filmed This Crazy 2000hp #ford Supervan 4 Ev! It
- [tiktok_forrestsautoreviews#c5081a62] It is a becoming a big trend on TikTok now! Click here: ford
- [tiktok_forrestsautoreviews#a3e9deb9] Check out Forrest Jones’s video! #TikTok >
- [tiktok_forrestsautoreviews#6b7e645e] Search:
- [tiktok_forrestsautoreviews#a78ebe7b] ford supervan 4
- [tiktok_forrestsautoreviews#c9c6becc] Would you pay that much for this wild family SUV? 🤷🏽‍♂️🤔 • • • • • • • • #landrover #defenderv8 #landroverdefender #suv #foryoupage

## 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=34, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.9, freshness_days=34, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.9, freshness_days=34, 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=0.5, 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: 34

## 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_forrestsautoreviews
- Request removal: https://koinonlink.com/claim?k=tiktok_forrestsautoreviews
- Terms: https://koinonlink.com/for-ai