# Asaad Mahmood - The Small Square (@AsaadMahmood5) on x

- id: koinon:creator:x_asaadmahmood5
- url: https://koinonlink.com/kol/x/AsaadMahmood5
- schema_version: 1.4

## Identity
- platform: x
- handle: AsaadMahmood5
- platform_url: https://twitter.com/AsaadMahmood5
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 2410
- following: 191
- posts_total: 1582
- posts_observed: 1
- posts_per_day: 0.368
- account_age_days: 4294
- verified: true
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00207
- best_post_interactions: 5
- 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: devtools
- category_confidence: 0.8
- category_source: derived_from_recent_content
- topics: B2B product design, homepage UX for multi-stakeholder audiences, design process in early-stage startups, product iteration and exploration, SaaS onboarding experience, user-centered design in B2B

## Audience (inferred)
- status: present
- description: B2B SaaS product designers and founders, primarily early-stage startup builders focused on product-market fit and user-centric design
- roles: design
- seniority: practitioner
- pain_points: Struggling to create a homepage that speaks to multiple buyer personas without diluting the message, Frustrated by default B2B homepage patterns that assume one buyer but serve three different stakeholders, Having to explore many design directions before landing on a working solution
- posts_analysed: 3
- 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: 73
- authenticity_basis: engagement_observed
- credibility_score: 73
- 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_asaadmahmood5#8bdafc58] Thoughts on these bentos the team did? https://t.co/8cCsEftAfU (https://twitter.com/AsaadMahmood5/status/2069465743083876666)
- [x_asaadmahmood5#e5a4d680] Multiple directions we explored for Ozurapay before we landing on the live one! Check it out here: https://t.co/Ftszh3LmVm https://t.co/nzPEBr7Cj8
- [x_asaadmahmood5#023f89f0] We just finished OzuraPay's design and implementation. Most B2B homepages are built for one buyer and sold to three. Nobody decides this. It just happens, and it usually happens in favour of whoever the founder used to be. A homepage should answer three questions before the visit

## 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=121, 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=121, 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=121, method=platform_profile

## Freshness
- profile_checked_days_ago: 121
- content_analysed_days_ago: 80
- audience_updated_days_ago: 20

## AI retrieval
- indexing_requests: 9
- 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_asaadmahmood5
- Request removal: https://koinonlink.com/claim?k=x_asaadmahmood5
- Terms: https://koinonlink.com/for-ai