# Roman Khaneichuk (@theromanknox) on threads

- id: koinon:creator:threads_theromanknox
- url: https://koinonlink.com/kol/threads/theromanknox
- schema_version: 1.4

## Identity
- platform: threads
- handle: theromanknox
- platform_url: https://www.threads.net/@theromanknox
- website: https://www.skool.com/knox/adout
- entity_type: creator
- person_id: koinon:person:tiktok_theromanknox

## Reach
- followers: 13744
- posts_observed: 1
- verified: true
- size_tier: koc

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.0251
- best_post_interactions: 345
- measurement_source: threads_post_likes
- measurement_formula: likes on one post (Threads exposes no reply or repost count on this path)
- 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: ai_tools
- category_confidence: 0.85
- category_source: derived_from_recent_content
- topics: AI automation systems for solopreneurs, Claude AI workflows and optimization, AI for ad creation and audience research, Token efficiency in AI usage, Building 24/7 AI tools for business, Monetizing AI through scalable systems
- bio: 🎯 Helping solopreneurs build with AI
💰 ...and actually make money!
👇 Master Claude from A to Z

## Audience (inferred)
- status: present
- description: Solopreneurs and solo founders building AI-powered businesses, especially those focused on monetization through AI tools and workflows
- roles: automation
- seniority: practitioner
- pain_points: Struggling to move beyond basic AI prompt usage and scale real results, Running out of AI tokens quickly, especially with long-context workflows, Having difficulty building reliable, automated systems that work without constant manual oversight, Not knowing how to integrate AI into core business processes like ad creation or trading analysis
- posts_analysed: 6
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 1
- promotion_intent: 1
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 82
- authenticity_basis: engagement_observed
- credibility_score: 82
- 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
- [threads_theromanknox#e5959140] Most people use Claude to write captions. I plugged it into Meta Ads instead. Audience research, creative angles, budget calls — one workflow. Link in bio if you want the setup. (https://www.threads.com/@theromanknox/post/DSa_zr_iKnj)
- [threads_theromanknox#bbbdeaec] "AI made this." Maybe. But AI didn't choose what to remove. It generated possibilities. The craft was choosing between them.
- [threads_theromanknox#ae27ae18] Unpopular opinion: the people getting real results from AI aren't the ones with better prompts. They're the ones who build systems. An advisor council. A dashboard. A site AI can read. A memory file. Four builds, one weekend. What would you build first? Claude Code
- [threads_theromanknox#b6195ad2] I built a 24/7 AI Trading Analyst with Fable 5 🤖📈
- [threads_theromanknox#eacef215] 71.5x token usage reduction with this new way of using Claude Code. Stop burning through your limits. I slashed context consumption by 71.5x using Andrej Karpathy's new structure. Grab the free step-by-step guide via the link in my bio.
- [threads_theromanknox#868d7598] 🔥 Get 6 months of Claude Max

## 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=21, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=21, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=21, 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=117, 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=117, 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=117, method=platform_profile

## Freshness
- profile_checked_days_ago: 117
- content_analysed_days_ago: 79
- audience_updated_days_ago: 21

## AI retrieval
- indexing_requests: 13
- 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=threads_theromanknox
- Request removal: https://koinonlink.com/claim?k=threads_theromanknox
- Terms: https://koinonlink.com/for-ai