# Rocky Roark ✶ Brand Sprints (@RockyRoark) on x

- id: koinon:creator:x_rockyroark
- url: https://koinonlink.com/kol/x/RockyRoark
- schema_version: 1.4

## Identity
- platform: x
- handle: RockyRoark
- platform_url: https://twitter.com/RockyRoark
- website: http://bluecyclops.co/contact
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 4114
- following: 2671
- posts_total: 25072
- posts_observed: 1
- posts_per_day: 3.921
- account_age_days: 6395
- verified: true
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00122
- best_post_interactions: 5
- 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: software
- subcategory: devtools
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: Dribbble AI lead filtering changes, Freelancer challenges with platform algorithms, Critique of corporate AI implementations, Branding strategy for SaaS founders
- bio: Branding & Strategy. Design partner for SaaS founders & startups.
Brand Studio → https://t.co/Q1arf9LH4O
Freelancer's Codex → https://t.co/hAQ7JMVXcO

## Audience (inferred)
- status: present
- description: Freelance designers and brand strategists targeting SaaS startups, especially those reliant on Dribbble-style platforms for client leads
- roles: design
- seniority: practitioner
- pain_points: AI filters blocking direct access to potential clients on creative platforms, Platforms replacing human moderators with opaque AI systems that reduce lead quality, Corporate decisions framed as 'features' that actually harm freelancer visibility, Navigating corporate speak that hides negative impacts on independent creatives
- posts_analysed: 3
- confidence: 0.4

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

## Quality signals
- authenticity_score: 62
- authenticity_basis: engagement_observed
- credibility_score: 62
- 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_rockyroark#66bc6963] Dribbble's CEO just wrote 2,000 words explaining why they put an AI bouncer between you and potential clients. And they called it a "feature." (https://twitter.com/RockyRoark/status/2069520917550473727)
- [x_rockyroark#166d1416] Let me translate it for the freelancers who can't stomach all the BS coporate speak in this blownout article.
- [x_rockyroark#d87433ff] They fired their human moderators and replaced them with an AI named "Ivy" (how cute) that now decides which leads you're even allowed to see.
- [x_rockyroark#c2c53d66] T

## 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=67, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=67, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=67, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=79, 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=79, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=120, 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=79, 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=120, 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=120, method=platform_profile

## Freshness
- profile_checked_days_ago: 120
- content_analysed_days_ago: 79
- audience_updated_days_ago: 67

## AI retrieval
- indexing_requests: 9
- 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_rockyroark
- Request removal: https://koinonlink.com/claim?k=x_rockyroark
- Terms: https://koinonlink.com/for-ai