# Ashley (@mrpages_) on tiktok

- id: koinon:creator:tiktok_mrpages_
- url: https://koinonlink.com/kol/tiktok/mrpages_
- schema_version: 1.4

## Identity
- platform: tiktok
- handle: mrpages_
- platform_url: https://www.tiktok.com/@mrpages_
- website: https://builditwithai.co.za
- country: South Africa
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 15395
- following: 249
- posts_observed: 1
- 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: ecommerce
- subcategory: dtc_brand
- category_confidence: 0.8
- category_source: derived_from_recent_content
- topics: First-time founder mistakes and lessons, Running and scaling Delicate Courier, Working with bakeries and local partners, Business building mindset and connecting with other founders, Using AI for revenue growth and automation
- bio: An entrepreneur at heart 🚀
📧 [contact removed]

## Audience (inferred)
- status: present
- description: South African small business owners and first-time founders running or scaling local service businesses like logistics/courier
- roles: none
- seniority: practitioner
- pain_points: Struggling with day-to-day operations while trying to scale, Finding reliable drivers and expanding into new areas, Handling delicate high-value deliveries without errors, Emotional and financial pressure of keeping a business alive as a first-time founder
- posts_analysed: 40
- confidence: 0.75

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

## Quality signals
- authenticity_score: 46
- authenticity_basis: profile_shape_only
- credibility_score: 46
- 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_mrpages_#f2ecf4ed] What are some mistakes you made as a first time founder? #entrepreneur #businesstok (https://www.tiktok.com/@mrpages_)
- [tiktok_mrpages_#d47835be] original sound - mrpages_
- [tiktok_mrpages_#429e20ed] Join the #Entrepreneur Post Contest and post videos sharing your tips, Insights and journey. From June 12th until July 10th, sign up and post for a chance to win up to $5000 in cash! Click link for official contest rules and how to enter: https://vt.tiktok.com/ZMSSfG9hA/
- [tiktok_mrpages_#f21a343a] It is a becoming a big trend on TikTok now! Click here: entrepreneur
- [tiktok_mrpages_#bf37c3c7] Check out Ashley’s video! #TikTok >
- [tiktok_mrpages_#6b7e645e] Search:
- [tiktok_mrpages_#fd25c63e] ashley and refiloe
- [tiktok_mrpages_#becb07fc] While everyone is using AI to make flyers and write emails, I used it to multiply my business revenue by automating areas of friction and building tech. Waaay past R250k total revenue by now, shot this video about 3 months ago.  www.builditwithai.co.za is exactly how I gr

## 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=70, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=70, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=70, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=70, 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=70, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=70, 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=70, 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=70, 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=70, method=platform_profile

## Freshness
- profile_checked_days_ago: 70
- content_analysed_days_ago: 70
- audience_updated_days_ago: 70

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