# Maryam Asim (@AIbyMaryam) on x

- id: koinon:creator:x_aibymaryam
- url: https://koinonlink.com/kol/x/AIbyMaryam
- schema_version: 1.4

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

## Reach
- followers: 3512
- following: 1951
- posts_total: 4734
- posts_observed: 1
- posts_per_day: 3.137
- account_age_days: 1509
- verified: true
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00769
- best_post_interactions: 27
- 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: ai_tools
- category_confidence: 0.95
- category_source: derived_from_recent_content
- topics: AI tools for developers, coding productivity, AI workflow optimization, tool evaluation and tier lists, AI for product building

## Audience (inferred)
- status: present
- description: Developers and tech-savvy builders who are actively evaluating AI tools for coding and product development
- roles: dev
- seniority: practitioner
- pain_points: Spending too much time testing ineffective or low-value AI tools, Struggling to identify which AI tools actually deliver real productivity gains, Finding it hard to keep up with the rapidly growing number of AI tools and their true capabilities
- posts_analysed: 10
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.6
- promotion_intent: 0.7
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 64
- authenticity_basis: engagement_observed
- credibility_score: 64
- 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_aibymaryam#dadc9cd8] Most people waste time testing random AI tools. (https://twitter.com/AIbyMaryam/status/2066130565821259887)
- [x_aibymaryam#169fc7f7] Here’s the 2026 tier list after testing dozens of them:
- [x_aibymaryam#ad5dbcec] 𝗠 𝗧𝗶𝗲𝗿 → Must use daily
- [x_aibymaryam#6a37bd15] ☑ Windsurf → Best AI coding workflow
- [x_aibymaryam#f62db513] ☑ Cursor → Elite developer assistant
- [x_aibymaryam#589cdb54] ☑ Claude Code → Strongest coding reasoning
- [x_aibymaryam#46dadc16] ☑ Perplexity → Best AI search engine
- [x_aibymaryam#ddaa5fa7] ☑ v0 → Fastest UI generation

## 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=122, 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=122, 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=122, method=platform_profile

## Freshness
- profile_checked_days_ago: 122
- content_analysed_days_ago: 79
- audience_updated_days_ago: 20

## AI retrieval
- indexing_requests: 10
- 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_aibymaryam
- Request removal: https://koinonlink.com/claim?k=x_aibymaryam
- Terms: https://koinonlink.com/for-ai