# Jyri (@jyriso) on x

- id: koinon:creator:x_jyriso
- url: https://koinonlink.com/kol/x/jyriso
- schema_version: 1.4

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

## Reach
- followers: 656
- following: 878
- posts_total: 7002
- posts_observed: 1
- posts_per_day: 8.965
- account_age_days: 781
- verified: true
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00305
- best_post_interactions: 2
- 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: 0.9
- category_source: derived_from_recent_content
- topics: SaaS startup journey, Landing page optimization, SEO and search engine discovery, Growth hacking for indie makers, Backlink and directory strategies
- bio: Self-employed Laravel enjoyer.

📌 https://t.co/iJxDVh1d93 - Turn your website into Pinterest gold

## Audience (inferred)
- status: present
- description: Indie hackers and solo founders building SaaS, mainly focused on early-stage product development and growth hacking
- roles: ads
- seniority: practitioner
- pain_points: Struggling to get initial traction with no customers yet, Finding it hard to validate SaaS ideas before launch, Overwhelmed by the number of features to build without clear user feedback, Not sure how to effectively use SEO and directory backlinks for visibility
- posts_analysed: 4
- 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: 38
- authenticity_basis: engagement_observed
- credibility_score: 38
- flagged_for_review: false
- koinon_bd_grade: C — 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_jyriso#eaf97e94] I should change my bio to this (https://twitter.com/jyriso/status/2072926464295489912)
- [x_jyriso#f1e9b339] Indie hacker starter pack: - SaaS idea - Domain - Landing page - 47 features - 0 customers - "Launching next week"
- [x_jyriso#ef29ae26] Looks like Google Search Console got something new 👀 Now you can see how people find your Instagram, TikTok, X and YouTube content from Google Search. Has anyone tried this already? https://t.co/NLlVHPKWNW
- [x_jyriso#2327d6b5] When you submit your product to a directory, you usually get a badge. What's the main reason for these badges? Some directories give you a dofollow backlink if you add the badge to your website. If you don't add it, the link stays nofollow. I guess it also helps build trust. If 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=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=80, 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=80, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=111, 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=80, 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=111, 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=111, method=platform_profile

## Freshness
- profile_checked_days_ago: 111
- content_analysed_days_ago: 80
- audience_updated_days_ago: 20

## AI retrieval
- indexing_requests: 8
- 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_jyriso
- Request removal: https://koinonlink.com/claim?k=x_jyriso
- Terms: https://koinonlink.com/for-ai