# George from 🕹prodmgmt.world (@nurijanian) on x

- id: koinon:creator:x_nurijanian
- url: https://koinonlink.com/kol/x/nurijanian
- schema_version: 1.4

## Identity
- platform: x
- handle: nurijanian
- platform_url: https://twitter.com/nurijanian
- website: https://www.prodmgmt.world/ai-pm-os?utm_source=x&utm_medium=social&utm_campaign=bio
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 77776
- following: 2183
- posts_total: 24482
- posts_observed: 9
- posts_per_day: 7.962
- account_age_days: 3075
- verified: true
- size_tier: koc

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00058
- best_post_interactions: 45
- 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: 0.85
- category_source: derived_from_recent_content
- topics: PM success metrics and problem framing, PRD workflow skills and templates, decision journaling for judgement improvement, avoiding AI slop in product docs, AI PM tooling and OS
- bio: Can I make everyone a great product manager? I will do my best | Get my AI PM OS ⬇️

## Audience (inferred)
- status: present
- description: Product managers (especially mid-level practitioners) who build or refine AI-assisted PM workflows and PRDs
- roles: automation
- seniority: practitioner
- pain_points: setting wrong success metrics from shallow problem understanding, working with underspecified or vague requirements, no reliable way to measure or improve personal judgement over time, risk of producing detectable low-quality AI-generated PRD content
- posts_analysed: 4
- 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: 81
- authenticity_basis: engagement_observed
- credibility_score: 96
- 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_nurijanian#3886110b] underrated: setting the wrong success metric is often downstream of poor problem understanding some teams give up and just pick something random, which is equally bad if you treat your product as a system, getting the success metric right is crucial: (https://twitter.com/nurijanian)
- [x_nurijanian#c6fed681] i still see this happen, so i made a skill for my PM friends. it should be wired into new PRD workflows, but it’s also useful when you’re underspecified on existing features and need to answer questions. small but mighty
- [x_nurijanian#5f334975] they say your judgement is the only thing that matters now as a PM how do you know if your judgement is getting better? i made this decision-journal skill to trigger when I need to record a decision and keep myself calibrated over time:
- [x_nurijanian#52f3cf86] AI slop in a PRD is my worst nightmare it's bad enough you can make all sorts of bad judgement calls but being caught writing AI slop requirements is inexecusable so I made this skill

## 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=77, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=77, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=77, 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=117, 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=117, 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=117, method=platform_profile

## Freshness
- profile_checked_days_ago: 117
- content_analysed_days_ago: 78
- audience_updated_days_ago: 77

## AI retrieval
- indexing_requests: 6
- 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_nurijanian
- Request removal: https://koinonlink.com/claim?k=x_nurijanian
- Terms: https://koinonlink.com/for-ai