# Emily Richardson (@emilyknwn) on tiktok

- id: koinon:creator:tiktok_emilyknwn
- url: https://koinonlink.com/kol/tiktok/emilyknwn
- schema_version: 1.4

## Identity
- platform: tiktok
- handle: emilyknwn
- platform_url: https://www.tiktok.com/@emilyknwn
- website: Linktr.ee/emilyknwn
- country: United States
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 12697
- following: 542
- posts_observed: 19
- verified: false
- size_tier: koc

## Engagement
- status: not_collected
- status_note: Engagement has not been collected for this creator yet. This is a gap in our collection, NOT a statement that the creator has no engagement. Follower count is known, so it is measurable.
- 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: 0.9
- category_source: derived_from_recent_content
- topics: AI agents and virtual assistants like AIVA, Ethical AI, values, and power dynamics in tech, AI search optimization, citations, and AEO/GEO/SEO, Women-owned businesses and women in tech, Practical AI use for productivity and Mac workflows

## Audience (inferred)
- status: present
- description: AI enthusiasts, marketers adapting to generative search, neurodivergent professionals, and women in tech exploring ethical AI tools
- roles: general_ai
- seniority: practitioner
- pain_points: AI tools that require technical skills or fail to integrate smoothly into daily workflows, Uncertainty about how brands and content will appear in AI-powered search results, Embedding personal or ethical values into AI agents, Productivity issues from doomscrolling, ADHD, and phone habits
- posts_analysed: 40
- confidence: 0.75

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

## Quality signals
- authenticity_score: 45
- authenticity_basis: profile_shape_only
- credibility_score: 45
- 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
- [tiktok_emilyknwn#17290965] The structures we build into AI agents today will shape who benefits from the next wave of technology. #ai #technology #womenownedbusiness #openclaw #claude (https://www.tiktok.com/@emilyknwn)
- [tiktok_emilyknwn#0af39c3d] original sound - emilyknwn
- [tiktok_emilyknwn#a6777905] It is a becoming a big trend on TikTok now! Click here: ai
- [tiktok_emilyknwn#c0487c6f] Check out Emily Richardson’s video! #TikTok >
- [tiktok_emilyknwn#158815e2] Welcome to the future with Dual Web #dualweb #ai #technology #future
- [tiktok_emilyknwn#4cbb9da2] Just wanted to warn you all about a fraudulent account mirroring mine! Please report #account #report #warning
- [tiktok_emilyknwn#69f0c8af] I stopped checking my phone first thing in the morning. This is what I do instead. #ai #doomscrolling #adhd #neurodivergent #phone
- [tiktok_emilyknwn#d445edfb] The next AI wave already started, here’s what you missed! #ai #agents #work #jarvis #knicks

## Provenance
Every inferred field below carries how it was produced. Facts stay facts; inferences stay inferences.

- audience.description: source_type=ai_inferred, confidence=0.75, freshness_days=60, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=60, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=60, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=60, 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=60, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=64, 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=0.25, freshness_days=60, 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=64, 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=64, method=platform_profile

## Freshness
- profile_checked_days_ago: 64
- content_analysed_days_ago: 60
- audience_updated_days_ago: 60

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