# Bronny (@bronnybuilds) on x

- id: koinon:creator:x_bronnybuilds
- url: https://koinonlink.com/kol/x/bronnybuilds
- schema_version: 1.4

## Identity
- platform: x
- handle: bronnybuilds
- platform_url: https://twitter.com/bronnybuilds
- entity_type: creator
- person_id: koinon:person:tiktok_bronnybuilds

## Reach
- followers: 576
- following: 13
- posts_total: 155
- posts_observed: 1
- posts_per_day: 0.38
- account_age_days: 408
- verified: false
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.0625
- best_post_interactions: 36
- measurement_source: x_post_interactions
- measurement_formula: interactions on one post — likes, or likes + reposts + replies depending on the discovery path (the two are not distinguishable in the stored data)
- comparable_pool: peak_interactions
- status_note: We have only the single best observed post, so no mean exists. peak_post_engagement_rate is an UPPER BOUND, systematically higher than an average — never compare it against an average rate.
- 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: ecommerce
- subcategory: dtc_brand
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: Shopify store operations, profit margin optimization, CRO (conversion rate optimization), Meta ad performance, PayPal dispute issues
- bio: building an 8 figure brand & documenting the process

## Audience (inferred)
- status: present
- description: e-commerce founders and operators running Shopify stores, focused on profit margins, CRO, and ad performance
- roles: ecom_ops
- seniority: practitioner
- pain_points: struggling with PayPal disputes and lack of integration tools with Shopify, experiencing inconsistent Meta ad performance affecting daily revenue, difficulty in maintaining stable profit margins without updated COGS, low conversion rates impacting overall sales performance
- posts_analysed: 4
- confidence: 0.4

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

## Quality signals
- authenticity_score: 45
- authenticity_basis: engagement_observed
- credibility_score: 45
- 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
- [x_bronnybuilds#156e1bc7] Tf is up with PayPal disputes? I don’t get many disputes but they are ALL from PayPal Can’t find a software that integrates with Shopify to block PayPal chargebacks Anyone figure this one out yet? Help a brother out 🙃 (https://twitter.com/bronnybuilds/status/2072528678056058959)
- [x_bronnybuilds#ffd93e17] $19k - Margins are UP ⬆️ I am really starting to notice the margin changes and we don’t even have the new COGS yet Been focusing on LTV and CRO Trying out a new CRO tool as we speak that seems pretty sick So excited to be a 100% legit brand with custom product & low COGS http
- [x_bronnybuilds#1b2af9a1] $21k day - rough start lol Woke up down -$600 which was a shock lol Also had a 1% conversation rate which is wildly ass Day turned very green by about mid day Moral of the story… Don’t panic - fluctuations happen Remember real ppl are buying 1 day at a time https://t.co/HGu2YdMnq
- [x_bronnybuilds#3ab5185f] $19k - alright day 😐 Meta absolutely shi its pants and rolled around in it last 2 days But

## Provenance
Every inferred field below carries how it was produced. Facts stay facts; inferences stay inferences.

- audience.description: source_type=ai_inferred, confidence=0.4, freshness_days=20, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=20, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=20, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=78, 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=78, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=111, 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=78, 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=111, 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=111, method=platform_profile

## Freshness
- profile_checked_days_ago: 111
- content_analysed_days_ago: 78
- audience_updated_days_ago: 20

## AI retrieval
- indexing_requests: 8
- 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=x_bronnybuilds
- Request removal: https://koinonlink.com/claim?k=x_bronnybuilds
- Terms: https://koinonlink.com/for-ai