# Harris (@HarrisDecodes) on x

- id: koinon:creator:x_harrisdecodes
- url: https://koinonlink.com/kol/x/HarrisDecodes
- schema_version: 1.4

## Identity
- platform: x
- handle: HarrisDecodes
- platform_url: https://twitter.com/HarrisDecodes
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 66654
- following: 761
- posts_total: 3970
- posts_observed: 33
- posts_per_day: 0.779
- account_age_days: 5095
- verified: true
- size_tier: koc

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00338
- best_post_interactions: 225
- 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: ai_tools
- category_confidence: 0.95
- category_source: derived_from_recent_content
- topics: AI tool recommendations, AI workflows for content creation, Productivity automation with AI, AI for image and copy generation, Practical AI implementation
- bio: AI Educator | Breaking down AI into practical workflows | Helping AI products grow on X | Co-founder @ Claryomedia | 📩 DM/ Email for Collab.

## Audience (inferred)
- status: present
- description: AI practitioners and digital creators using AI tools for productivity, especially in content creation and workflow automation
- roles: automation
- seniority: practitioner
- pain_points: Struggling to find the right AI tools for specific tasks like image generation or copywriting, Spending too much time researching and testing AI tools before implementation, Need clear, practical workflows to integrate AI tools into daily tasks
- posts_analysed: 13
- confidence: 0.4

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

## Quality signals
- authenticity_score: 97
- authenticity_basis: engagement_observed
- credibility_score: 97
- 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_harrisdecodes#11e3d305] Over 80 AI tools to finish months of work in mere minutes (https://twitter.com/HarrisDecodes)
- [x_harrisdecodes#044c0b9a] 1. 𝐑𝐞𝐬𝐞𝐚𝐫𝐜𝐡
- [x_harrisdecodes#89fca8d0] - ChatGPT
- [x_harrisdecodes#266b8263] - Copilot
- [x_harrisdecodes#d870f0f4] - Gemini
- [x_harrisdecodes#3af511eb] - Abacus
- [x_harrisdecodes#3a71bdf0] - Perplexity
- [x_harrisdecodes#9985ecd6] 2. 𝐈𝐦𝐚𝐠𝐞

## 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=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=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=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: 79
- audience_updated_days_ago: 21

## AI retrieval
- indexing_requests: 14
- 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_harrisdecodes
- Request removal: https://koinonlink.com/claim?k=x_harrisdecodes
- Terms: https://koinonlink.com/for-ai