# Neural4D (@neural4d) on tiktok

- id: koinon:creator:tiktok_neural4d
- url: https://koinonlink.com/kol/tiktok/neural4d
- schema_version: 1.4

## Identity
- platform: tiktok
- handle: neural4d
- platform_url: https://www.tiktok.com/@neural4d
- website: https://www.neural4d.com/studio?utm_source=tiktok&utm_medium=official&utm_campaign=neural4d&utm_link_id=214
- country: United States
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 123478
- following: 4
- posts_observed: 1
- 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: software
- subcategory: ai_tools
- category_confidence: 0.92
- category_source: derived_from_recent_content
- topics: Image-to-3D and text-to-3D AI generation, 3D printing workflows from AI models, Blender integration and quick retopology, Character, OC and pet figurine creation, Beginner-friendly AI 3D tools and demos
- bio: First AI3D to Launch. No.1 to Lead.

Image or text → high-quality 3D, in seconds
👇try for free

## Audience (inferred)
- status: present
- description: DIY 3D printing hobbyists, beginner creators and TikTok users experimenting with AI tools to quickly turn images or ideas into printable 3D figures and models
- roles: consumer
- seniority: learner
- pain_points: Traditional 3D modeling software like Blender has a steep learning curve and takes hours or days, Difficulty turning casual photos, sketches or memes into usable 3D-printable files without professional skills, Want fast, beginner-friendly ways to create custom figures, keychains or prototypes without expensive software or outsou
- posts_analysed: 99
- confidence: 0.9

## Commercial (inferred)
- audience_buyer_fit: 0.8
- promotion_intent: 0.9
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 58
- authenticity_basis: profile_shape_only
- credibility_score: 58
- flagged_for_review: false
- koinon_bd_grade: B — 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_neural4d#d2c8d650] What if one image could become a whole 3D world? 🤯 Turn an ancient temple image into a 3D model with Neural4D, then bring it into Blender to edit and build a complete scene. ✨ 📷 Image → 🤖 AI 3D → 🎨 Blender From 2D to 3D in minutes. Want to try it yourself? 👉 Visit the link i (https://www.tiktok.com/@neural4d)
- [tiktok_neural4d#9c517d76] original sound - neural4d
- [tiktok_neural4d#4b6a8bd9] It is a becoming a big trend on TikTok now! Click here: neural4d
- [tiktok_neural4d#9be73567] Check out Neural4D’s video! #TikTok >
- [tiktok_neural4d#6b7e645e] Search:
- [tiktok_neural4d#58fb0f62] blender image
- [tiktok_neural4d#538cef16] What happens when you turn an iconic figure into a 3D-printable model with Neural4D? 🔥 From image to a print-ready 3D model in seconds — with improved mesh quality, cleaner topology, and better multi-view consistency. And the best part? Digital model → 3D print, all in one sm

## 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=55, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.9, freshness_days=55, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.9, freshness_days=55, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=55, 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=55, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=55, 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=55, 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=55, 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=55, method=platform_profile

## Freshness
- profile_checked_days_ago: 55
- content_analysed_days_ago: 55
- audience_updated_days_ago: 55

## AI retrieval
- indexing_requests: 15
- 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_neural4d
- Request removal: https://koinonlink.com/claim?k=tiktok_neural4d
- Terms: https://koinonlink.com/for-ai