# DTC Concepts (@DTCconcepts) on youtube

- id: koinon:creator:youtube_dtcconcepts
- url: https://koinonlink.com/kol/youtube/DTCconcepts
- schema_version: 1.3

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

## Reach
- followers: 15900
- posts_observed: 183
- verified: false
- size_tier: koc

## 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: home_living
- category_confidence: 0.95
- category_source: derived_from_recent_content
- topics: Kitchen and bathroom remodeling, Design for resale vs. personal taste, Budget-friendly design hacks, Construction and renovation best practices, Home lighting and ambiance, Tile, cabinet, and storage installation
- bio: DTC Concepts is a full-service real estate design and development team in Southern California. We're passionate about helping ...

## Audience (inferred)
- status: present
- description: Homeowners and DIY renovators in Southern California, especially those doing mid-to-high end kitchen and bathroom remodels
- roles: ecom_ops
- seniority: practitioner
- pain_points: Struggling to balance design quality with budget constraints, Fearing costly mistakes during demo and renovation phases, Confused by conflicting advice on resale value vs. personal taste, Overwhelmed by technical details like insulation, lighting, and hidden cable management
- posts_analysed: 40
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.2
- promotion_intent: 0.1
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 47
- authenticity_basis: profile_shape_only
- credibility_score: 47
- 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
- [youtube_dtcconcepts#5b186c52] New cabinets going in (https://www.youtube.com/@DTCconcepts)
- [youtube_dtcconcepts#2a87451c] From Blank Wall to Built In Storage
- [youtube_dtcconcepts#c267c5b0] Why We Insulate Walls During a Remodel
- [youtube_dtcconcepts#e1e986fa] My Favorite Warm Neutral Cabinet Color
- [youtube_dtcconcepts#cd202e98] Why This CB2 Sconce Is My Absolute Favorite 💡
- [youtube_dtcconcepts#acec86dc] Does removing a tub ACTUALLY hurt resale value? 🛁
- [youtube_dtcconcepts#95c04d13] Shenandoah Cabinets have arrived! 📦
- [youtube_dtcconcepts#03e3e6bc] This Fireplace Is Staying… But It Needs Help

## 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=0, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=0, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=0, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=1, 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=1, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=2, 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=1, 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=2, 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=2, method=platform_profile

## Freshness
- profile_checked_days_ago: 2
- content_analysed_days_ago: 1
- audience_updated_days_ago: 0

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