# Nevo David (@wickedguro) on x

- id: koinon:creator:x_wickedguro
- url: https://koinonlink.com/kol/x/wickedguro
- schema_version: 1.4

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

## Reach
- followers: 10954
- following: 336
- posts_total: 3892
- posts_observed: 2
- posts_per_day: 8.125
- account_age_days: 479
- verified: true
- size_tier: koc

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00055
- best_post_interactions: 6
- 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: saas
- category_confidence: 0.85
- category_source: derived_from_recent_content
- topics: open-source SaaS alternatives, self-hosted tool replacements, developer tooling, SaaS cost optimization, technical product building, open-source ecosystem exploration
- bio: I am building some stuff :)
🦞 https://t.co/MXr2BQ8GJL — Agentic Social Media Scheduler $145k/m
🦀 https://t.co/b4u8DY3Y8t — UGC videos for agents $2.6k/m

## Audience (inferred)
- status: present
- description: Developers and technical founders building or optimizing SaaS products, especially those exploring open-source alternatives to popular tools
- roles: dev
- seniority: practitioner
- pain_points: Struggling to find reliable open-source replacements for expensive SaaS tools, Frustrated by vendor lock-in with platforms like Notion, Airtable, and Shopify, Wasting time evaluating multiple open-source options without clear guidance, Overpaying for SaaS tools that could be self-hosted with equivalent functionality
- posts_analysed: 16
- confidence: 0.6

## 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: 55
- authenticity_basis: engagement_observed
- credibility_score: 70
- 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_wickedguro#2e13ef63] There is an open-source alternative to almost any SaaS, what do you use? (https://twitter.com/wickedguro/status/1998356825494925587)
- [x_wickedguro#c52268dc] Buffer, SproutSocial -> Postiz
- [x_wickedguro#f2fadefc] Lokalise, Crowdin -> Tolgee
- [x_wickedguro#552d928d] Shopify -> MedusaJS
- [x_wickedguro#df43738b] Typeform -> Formbricks
- [x_wickedguro#3b98a232] Auth0 -> Hanko, Stack-auth
- [x_wickedguro#d3b9d78e] Retool -> ToolJet
- [x_wickedguro#3038b22a] Courier -> Novu

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

- audience.description: source_type=ai_inferred, confidence=0.6, freshness_days=20, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.6, freshness_days=20, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.6, freshness_days=20, 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: 20

## AI retrieval
- indexing_requests: 12
- 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_wickedguro
- Request removal: https://koinonlink.com/claim?k=x_wickedguro
- Terms: https://koinonlink.com/for-ai