# Ayesha waqas writes (@Ayeshawaqass) on x

- id: koinon:creator:x_ayeshawaqass
- url: https://koinonlink.com/kol/x/Ayeshawaqass
- schema_version: 1.4

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

## Reach
- followers: 10390
- following: 3429
- posts_total: 3361
- posts_observed: 11
- posts_per_day: 9.658
- account_age_days: 348
- verified: true
- size_tier: koc

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00144
- best_post_interactions: 15
- 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 growth, Founder networking, Early-stage product validation, Startup fundraising, Building scalable software products, Entrepreneurial community building
- bio: 🚀 Startup SaaS funders & builders hub
💻 Investing in ideas that solve real problems
📈 Building the next wave of SaaS growth

## Audience (inferred)
- status: present
- description: SaaS founders and early-stage startup builders, primarily pre-launch to scaling stage, seeking visibility, partnerships, and investment
- roles: general_ai
- seniority: practitioner
- pain_points: Struggling to get noticed in a crowded SaaS market, Having difficulty finding early users or customers for a new product, Finding the right investors or partners who believe in their idea
- posts_analysed: 6
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.9
- promotion_intent: 0.85
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 61
- authenticity_basis: engagement_observed
- credibility_score: 61
- 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_ayeshawaqass#b8397099] 🚀 SaaS Founders, Let's Network! (https://twitter.com/Ayeshawaqass)
- [x_ayeshawaqass#7b3f094e] Building a SaaS startup? This is your chance to showcase what you're creating. 👇
- [x_ayeshawaqass#3323be20] Drop: 🔹 Your SaaS name 🔹 What problem it solves 🔹 Your website link
- [x_ayeshawaqass#17766e4b] Whether you're pre-launch, bootstrapped, or scaling fast, let's support each other and discover amazing products. 🤝
- [x_ayeshawaqass#74043d43] Who knows? Your next customer, partner, or investor might be reading this post.
- [x_ayeshawaqass#dad5c253] 👇 Share you

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