# Bruno | Desire CRO 📈 (@bruno_dl) on x

- id: koinon:creator:x_bruno_dl
- url: https://koinonlink.com/kol/x/bruno_dl
- schema_version: 1.4

## Identity
- platform: x
- handle: bruno_dl
- platform_url: https://twitter.com/bruno_dl
- website: https://clickgear.io/?utm_source=x&utm_medium=social&utm_campaign=x_profile
- country: Canada
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 4565
- following: 759
- posts_total: 11408
- posts_observed: 7
- posts_per_day: 6.449
- account_age_days: 1769
- verified: false
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00438
- best_post_interactions: 20
- 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: ecom_ads
- category_confidence: 0.93
- category_source: derived_from_recent_content
- topics: Conversion Rate Optimization (CRO) for Shopify, Profit-driven growth over ROAS, Shopify store UX and conversion bottlenecks
- bio: Desire CRO for Shopify brands → I optimize why people buy, not where they click. 10–54% RPV lifts. French-Canadian engineer turned CRO specialist 🇨🇦

## Audience (inferred)
- status: present
- description: Shopify brand founders and growth leads focused on conversion rate optimization (CRO), especially those struggling with ad spend inefficiency and poor store performance
- roles: ecom_ops
- seniority: decision_maker
- pain_points: High ad spend with low return due to poor checkout or product page conversion, Inability to justify CRO investments to stakeholders despite clear ROI potential, Frustration with agencies prioritizing ROAS over actual profit and store optimization
- posts_analysed: 3
- 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: 66
- authenticity_basis: engagement_observed
- credibility_score: 66
- flagged_for_review: false
- koinon_bd_grade: A — 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_bruno_dl#20f94545] i moved to Colombia last year left a stable engineering career left Canada left everything familiar best decision i made not because Colombia is perfect but because comfort was making me slow the moment you stop being slightly uncomfortable you stop growing find the thing that sc (https://twitter.com/bruno_dl/status/2032441374851699027)
- [x_bruno_dl#1536819d] your ad agency is lying to you ROAS doesn't pay your rent profit does here's the math nobody shows you: $50K ad spend 2x ROAS = $100K revenue sounds great now subtract: - product cost - fulfillment - agency fees - platform fees you're barely breaking even meanwhile they're sendin
- [x_bruno_dl#3e76650f] brands will spend $30K/month on ads and refuse to spend a few thousand to fix the store those ads send traffic to that's like hiring a salesperson with a broken wifi connection then wondering why they're not closing

## 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=108, 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=108, 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=108, method=platform_profile

## Freshness
- profile_checked_days_ago: 108
- content_analysed_days_ago: 78
- audience_updated_days_ago: 20

## AI retrieval
- indexing_requests: 10
- 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_bruno_dl
- Request removal: https://koinonlink.com/claim?k=x_bruno_dl
- Terms: https://koinonlink.com/for-ai