# saoirse | it’s “say-er-sha” (@saoirseanseo) on tiktok

- id: koinon:creator:tiktok_saoirseanseo
- url: https://koinonlink.com/kol/tiktok/saoirseanseo
- schema_version: 1.3

## Identity
- platform: tiktok
- handle: saoirseanseo
- platform_url: https://www.tiktok.com/@saoirseanseo
- country: Ireland
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 5892
- following: 255
- posts_observed: 2
- verified: false
- size_tier: nano

## 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: 0.85
- category_source: derived_from_recent_content
- topics: tech career advice and interview prep, big tech news summaries, Notion features and AI tools, desk setups and tech product reviews, women in tech and corporate life
- bio: tech & careers bits!

[contact removed]

## Audience (inferred)
- status: present
- description: Early-career tech professionals and aspiring tech job seekers, mainly young women in Europe/UK/Ireland interested in corporate tech roles and tools like Notion
- roles: none, seo_geo
- seniority: learner
- pain_points: Breaking into tech roles without traditional coding interviews, Salary negotiation and lack of pay transparency in EU tech, Imposter syndrome and adjusting to new corporate jobs, Balancing 9-5 life with side content creation or personal routines
- posts_analysed: 100
- confidence: 0.9

## Commercial (inferred)
- audience_buyer_fit: 0.5
- promotion_intent: 0.4
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 41
- authenticity_basis: profile_shape_only
- credibility_score: 41
- flagged_for_review: false
- koinon_bd_grade: C — 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_saoirseanseo#19f88343] my career path to date, why I left my previous companies & what I’m doing now! #techjobs #careerpath (https://www.tiktok.com/@saoirseanseo)
- [tiktok_saoirseanseo#0c0c3747] Whisper of Peace
- [tiktok_saoirseanseo#7b1b4163] It is a becoming a big trend on TikTok now! Click here: techjobs
- [tiktok_saoirseanseo#12b1276a] Check out saoirse | it’s “say-er-sha”’s video! #TikTok >
- [tiktok_saoirseanseo#6b7e645e] Search:
- [tiktok_saoirseanseo#486af5da] Notion
- [tiktok_saoirseanseo#1cce6964] 🧚‍♀️first day @ Notion (which is still SO surreal)?! I’ll be sharing more about the process, how I got here and what it’s like working for one of THE coolest tech companies out there:) #newjob #bigtech #techjobs
- [tiktok_saoirseanseo#c63c124a] Ku Mulai Hari

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

- audience.description: source_type=ai_inferred, confidence=0.9, freshness_days=33, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.9, freshness_days=33, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.9, freshness_days=33, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=0, 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=0, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=36, 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=0, 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=36, 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=36, method=platform_profile

## Freshness
- profile_checked_days_ago: 36
- content_analysed_days_ago: 0
- audience_updated_days_ago: 33

## AI retrieval
- indexing_requests: 1
- 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_saoirseanseo
- Request removal: https://koinonlink.com/claim?k=tiktok_saoirseanseo
- Terms: https://koinonlink.com/for-ai