# MAD | Website Developer (@madfunneldesign) on tiktok

- id: koinon:creator:tiktok_madfunneldesign
- url: https://koinonlink.com/kol/tiktok/madfunneldesign
- schema_version: 1.4

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

## Reach
- followers: 3168
- following: 8
- posts_observed: 1
- 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: software
- subcategory: app
- category_confidence: 0.7
- category_source: derived_from_recent_content
- topics: AI-assisted vs custom web design, Industry-specific website examples (real estate, constructio, High-converting landing pages and funnels, Motion design and interactive UX in websites, Website pricing and client expectations
- bio: I help brands get custom websites, landing pages and funnels that drive clicks, leads & sales.
WhatsApp: [contact removed]

## Audience (inferred)
- status: present
- description: web designers, developers and small business owners seeking high-converting custom websites and landing pages
- roles: design
- seniority: practitioner
- pain_points: AI tools producing generic, interchangeable websites that fail to differentiate brands, Clients giving vague briefs and expecting premium results on limited budgets, Struggling to prove the value of custom motion/interactive design over cheap templates, Pricing their work competitively while maintaining quality and lead generation focus
- posts_analysed: 40
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.8
- promotion_intent: 0.7
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 38
- authenticity_basis: profile_shape_only
- credibility_score: 38
- 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_madfunneldesign#8a1e3415] Give me a break! 😭  #design #landingpage #webdesign #webdevelopment #fyp (https://www.tiktok.com/@madfunneldesign)
- [tiktok_madfunneldesign#b0fb1944] original sound - vathanameng
- [tiktok_madfunneldesign#8aa49e2a] It is a becoming a big trend on TikTok now! Click here: design
- [tiktok_madfunneldesign#0f539bd0] Check out MAD | Website Developer’s video! #TikTok >
- [tiktok_madfunneldesign#6b7e645e] Search:
- [tiktok_madfunneldesign#4a36adc4] landing page website
- [tiktok_madfunneldesign#a0198936] I want to live! 😭 #design #landingpage #webdesign #webdevelopment #fyp
- [tiktok_madfunneldesign#90f37e6e] I asked AI to design a website for a construction company. Not just a homepage mockup — an actual construction website with services, project information, company credibility, and a clear path to get in touch. And this is what it came up with. The part I’m paying attention to isn

## 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=66, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=66, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=66, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=66, 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=66, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=66, 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=66, 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=66, 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=66, method=platform_profile

## Freshness
- profile_checked_days_ago: 66
- content_analysed_days_ago: 66
- audience_updated_days_ago: 66

## AI retrieval
- indexing_requests: 11
- 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_madfunneldesign
- Request removal: https://koinonlink.com/claim?k=tiktok_madfunneldesign
- Terms: https://koinonlink.com/for-ai