# Arushi Malviya (@arushimalviyaa) on x

- id: koinon:creator:x_arushimalviyaa
- url: https://koinonlink.com/kol/x/arushimalviyaa
- schema_version: 1.4

## Identity
- platform: x
- handle: arushimalviyaa
- platform_url: https://twitter.com/arushimalviyaa
- website: http://linkedin.com/in/arushimalviya
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 781
- following: 77
- posts_total: 1722
- posts_observed: 6
- posts_per_day: 2.002
- account_age_days: 860
- verified: true
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00768
- 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: 0.9
- category_source: derived_from_recent_content
- topics: LinkedIn outreach effectiveness for B2B, Building revenue-generating GTM funnels, Working with high-quality SaaS clients
- bio: Founder & CEO @iniziomediahq Building LinkedIn GTM funnels for SaaS, Tech and AI founders that generate revenue. 80+ clients across 8 countries.

## Audience (inferred)
- status: present
- description: B2B SaaS, Tech and AI founders seeking LinkedIn GTM and outreach strategies to generate revenue
- roles: sales
- seniority: decision_maker
- pain_points: Doubt whether LinkedIn outreach still works or is being ignored, Uncertainty on how to turn LinkedIn activity into actual revenue, Need for proven GTM funnels tailored to founders
- posts_analysed: 2
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.9
- promotion_intent: 0.9
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 59
- authenticity_basis: engagement_observed
- credibility_score: 59
- 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_arushimalviyaa#1311aefc] Working with clients who are the best at their craft is something else. (https://twitter.com/arushimalviyaa/status/2069379024347181259)
- [x_arushimalviyaa#b263b865] “Does LinkedIn outreach actually work or is everyone just ignoring it now?” If you’re a B2B SaaS founder, I’m pretty sure you have this doubt. Let me clear it once and for all. Yes, LinkedIn outreach still works BUT only if done well. What does not work anymore: - generic, templa

## 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=76, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=76, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=76, 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=110, 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=110, 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=110, method=platform_profile

## Freshness
- profile_checked_days_ago: 110
- content_analysed_days_ago: 80
- audience_updated_days_ago: 76

## 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_arushimalviyaa
- Request removal: https://koinonlink.com/claim?k=x_arushimalviyaa
- Terms: https://koinonlink.com/for-ai