# Curry Amber (@AmberPromptai) on x

- id: koinon:creator:x_amberpromptai
- url: https://koinonlink.com/kol/x/AmberPromptai
- schema_version: 1.4

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

## Reach
- followers: 1173
- following: 824
- posts_total: 3787
- posts_observed: 3
- posts_per_day: 1.063
- account_age_days: 3564
- verified: true
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00256
- best_post_interactions: 3
- 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: ecommerce
- subcategory: ecom_tools
- category_confidence: 0.85
- category_source: derived_from_recent_content
- topics: AI-powered brand asset creation, Non-technical use of AI in marketing, AI tools for visual content generation, Scaling creative workflows with AI
- bio: Builds brand assets w/ AI｜50+ DTC Brand clients｜Runway/Luma/Ideogram CCP partner｜DM for collab

## Audience (inferred)
- status: present
- description: Marketing professionals and brand builders using AI tools, especially those with non-technical backgrounds looking to create brand assets
- roles: content
- seniority: practitioner
- pain_points: Struggling to create high-quality brand visuals without design or technical skills, Finding it hard to scale creative production with limited resources, Lacking confidence in using advanced AI tools due to lack of technical experience
- posts_analysed: 2
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.8
- promotion_intent: 0.7
- open_to_collaboration: true
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 53
- authenticity_basis: engagement_observed
- credibility_score: 53
- flagged_for_review: false
- koinon_bd_grade: B — 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_amberpromptai#c5bd8545] 3 years ago, I entered the AI world as a marketer with a social science background and almost no technical experience. Today, AI has become part of my daily marketing and content workflow. I’m now able to build with it, teach my students, and help people who are just starting the (https://twitter.com/AmberPromptai/status/2066488963146412539)
- [x_amberpromptai#f96b8398] Just tested Seedance 2.5, and the results are seriously impressive. I uploaded 10 reference assets in a single generation, and the model handled them surprisingly well. The quality is great—but t

## 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: 8
- 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_amberpromptai
- Request removal: https://koinonlink.com/claim?k=x_amberpromptai
- Terms: https://koinonlink.com/for-ai