# ibendpipe.developer (@ibendpipe.developer) on tiktok

- id: koinon:creator:tiktok_ibendpipe.developer
- url: https://koinonlink.com/kol/tiktok/ibendpipe.developer
- schema_version: 1.4

## Identity
- platform: tiktok
- handle: ibendpipe.developer
- platform_url: https://www.tiktok.com/@ibendpipe.developer
- website: Https://amzn.to/4pakXso
- country: United States
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 7220
- following: 241
- posts_total: 42
- 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: 0.8
- category_source: derived_from_recent_content
- topics: My Bender app updates and new calculation features, Conduit bending techniques (offsets, saddles, 90s), iOS app development for electricians, Electrician tools and job-site workflows
- bio: Solo iOS Developer
iBend Pipe. My Bender. 531
🏋🏽‍♂️ ➕ ⚡️ Apps
💚🇲🇽♥️🇺🇸💙

## Audience (inferred)
- status: present
- description: Electricians and apprentices who perform conduit bending on job sites and need calculation tools
- roles: none
- seniority: practitioner
- pain_points: Making accurate offset, saddle, and compound 90 bends without errors, Slow manual calculations or flipping through reference books on site, Updating old apps or finding modern mobile tools for pipe bending, Verifying calculations with real pipe before committing to bends
- 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: 42
- authenticity_basis: profile_shape_only
- credibility_score: 42
- 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_ibendpipe.developer#87d331fd] 3-Ben’s Saddle calculation screen for “My Bender” update that I’m working on.  A couple highlights: I have added the skinny pipes which respond to the angle, saddle height and where the bend is positioned on the pipe. The skinny pipe outlines turn red when there isn’t enough spac (https://www.tiktok.com/@ibendpipe.developer)
- [tiktok_ibendpipe.developer#56953801] original sound - the_lalom
- [tiktok_ibendpipe.developer#192e1256] La Danza De

## 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=58, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=58, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=58, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=58, 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=58, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=93, 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=58, 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=93, 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=93, method=platform_profile

## Freshness
- profile_checked_days_ago: 93
- content_analysed_days_ago: 58
- audience_updated_days_ago: 58

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