# Aman (@aiwithaman) on x

- id: koinon:creator:x_aiwithaman
- url: https://koinonlink.com/kol/x/aiwithaman
- schema_version: 1.4

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

## Reach
- followers: 5012
- following: 113
- posts_total: 10077
- posts_observed: 3
- posts_per_day: 11.11
- account_age_days: 907
- verified: true
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.02055
- best_post_interactions: 103
- 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-powered fitness coaching, Practical AI prompts for daily life, Tech tool optimization, Consumer awareness about product capabilities, Personal productivity with AI
- bio: Daily drops on Al, tech tools, automation, and creator growth |Al Enthusiast | Al & Tech Content Creator||

Dm for collaboration :-

 [contact removed]

## Audience (inferred)
- status: present
- description: Individuals interested in using AI for personal productivity, fitness, and everyday life optimization, primarily self-improvement seekers and casual tech adopters
- roles: general_ai
- seniority: learner
- pain_points: Struggling to stay fit without access to a personal trainer or expensive gym memberships, Finding it hard to get started with AI tools due to lack of clear, actionable prompts, Not realizing the full potential of everyday tech like TVs until it's too late (e.g., missing out on better quality feat, Overpaying for products without understanding their true value or limitations
- posts_analysed: 3
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.8
- promotion_intent: 0.9
- open_to_collaboration: true
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 75
- authenticity_basis: engagement_observed
- credibility_score: 75
- 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_aiwithaman#b68dce99] 🚨BREAKING: CHATGPT CAN NOW HELP YOU TO GET IN SHAPE LIKE AN EXPERT PERSONAL TRAINER FOR FREE. HERE ARE 7 CHATGPT PROMPTS TO GET FIT FASTER: (https://twitter.com/aiwithaman/status/2073997397634752550)
- [x_aiwithaman#179544b5] BREAKING: CHATGPT CAN NOW HELP YOU TO GET IN SHAPE LIKE AN EXPERT PERSONAL TRAINER FOR FREE. HERE ARE 7 CHATGPT PROMPTS TO GET FIT FASTER:
- [x_aiwithaman#ee744461] A GUY BOUGHT A $1,500 SAMSUNG TV 3 YEARS AGO. HE WATCHED NETFLIX. HE WATCHED YOUTUBE. HE THOUGHT THE PICTURE LOOKED FINE. HE ASSUMED THAT'S JUST WHAT A TV LOOKS LIKE. HIS FRIEND, A HOME THEATER INSTALLER WHO CALIBRATES TVS FOR A LIVING, WALKED INTO HIS APARTMENT AND LOOKED AT THE

## 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=78, 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=78, 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=78, 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: 78
- 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_aiwithaman
- Request removal: https://koinonlink.com/claim?k=x_aiwithaman
- Terms: https://koinonlink.com/for-ai