# jason yim (@jasonyimco) on x

- id: koinon:creator:x_jasonyimco
- url: https://koinonlink.com/kol/x/jasonyimco
- schema_version: 1.4

## Identity
- platform: x
- handle: jasonyimco
- platform_url: https://twitter.com/jasonyimco
- website: http://jasonyim.co
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 7113
- following: 213
- posts_total: 827
- posts_observed: 2
- posts_per_day: 0.724
- account_age_days: 1143
- verified: true
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00267
- best_post_interactions: 19
- 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: martech
- category_confidence: 0
- category_source: derived_from_discovery_path
- topics: AI threshold in advertising, Meta Ads and AI integration, AI tool adoption in marketing, Practical AI use cases for creatives
- bio: client solutions @meta, prev exited a 7 figure agency. sharing about meta ads, ai and tech. views are my own

## Audience (inferred)
- status: present
- description: Marketing professionals and agency owners focused on Meta Ads and AI-driven creative, especially those making budget and strategy decisions
- roles: ads
- seniority: decision_maker
- pain_points: Struggling to justify AI tool investments when early versions don't deliver clear ROI, Finding it hard to predict when AI tools will become truly useful in daily ad workflows, Wasting time on AI tools that fail to meet practical performance standards
- posts_analysed: 6
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 1
- promotion_intent: 1
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 76
- authenticity_basis: engagement_observed
- credibility_score: 76
- 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_jasonyimco#434885ae] the concept of a "threshold technology" is the best way to understand ai right now (https://twitter.com/jasonyimco/status/2069410259178074553)
- [x_jasonyimco#efa0a0f0] you try a product, it doesn't quite meet the bar, and you dismiss it
- [x_jasonyimco#78323c36] until suddenly, it does
- [x_jasonyimco#73486258] when capability crosses into everyday usefulness, it feels sudden. but it's been building all along
- [x_jasonyimco#3443ab3e] meta just announced at cannes that ai has officially crossed the threshold for ads creative
- [x_jasonyimco#88f5f3f7] for years, ai has been cros

## 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=29, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=29, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=29, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=87, 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=87, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=120, 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=87, 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=120, 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=120, method=platform_profile

## Freshness
- profile_checked_days_ago: 120
- content_analysed_days_ago: 87
- audience_updated_days_ago: 29

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