# Matchbest Software (@matchbest.software) on tiktok

- id: koinon:creator:tiktok_matchbest.software
- url: https://koinonlink.com/kol/tiktok/matchbest.software
- schema_version: 1.4

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

## Reach
- followers: 16306
- posts_observed: 10
- 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: saas
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: Enterprise AI automation, Digital transformation and custom software, Cybersecurity and data trust, ERP and scalable business systems, Workflow automation for growth

## Audience (inferred)
- status: present
- description: Mid-sized company executives and operations/IT decision-makers seeking AI automation and digital transformation services
- roles: automation
- seniority: decision_maker
- pain_points: Legacy systems and manual workflows blocking growth, High costs and friction when scaling operations, Data security risks and fragmented enterprise records, Difficulty integrating AI without disrupting existing processes
- posts_analysed: 40
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.7
- promotion_intent: 0.9
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 47
- authenticity_basis: profile_shape_only
- credibility_score: 47
- 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_matchbest.software#7b0e349e] Your business needs technology that keeps up. ⚡ AI automation, cloud solutions, custom software, and scalable technology,  built for smarter business growth. #MatchBestSoftware #AITools #Automation #TechTok #BusinessGrowth#aicreation (https://www.tiktok.com/@matchbest.software)
- [tiktok_matchbest.software#8257722d] original sound - matchbest.software
- [tiktok_matchbest.software#c131db27] It is a becoming a big trend on TikTok now! Click here: aicreation
- [tiktok_matchbest.software#6ef0e661] Check out Matchbest Software’s video! #TikTok >
- [tiktok_matchbest.software#7c1cfeaa] AI isn't just changing technology. It's changing how businesses operate. ⚡ Smarter automation. Better workflows. More scalable systems. #MatchBestSoftware #EnterpriseAI #AIAutomation #TechTok #DigitalTransformation#aicreation
- [tiktok_matchbest.software#8f7d02a0] Business growth shouldn't be held back by outdated processes. Turn complex workflows into smarter systems, streamline operations, and build technology that can scale with your bus

## 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=56, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=56, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=56, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=56, 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=56, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=62, 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=56, 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=62, 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=62, method=platform_profile

## Freshness
- profile_checked_days_ago: 62
- content_analysed_days_ago: 56
- audience_updated_days_ago: 56

## AI retrieval
- indexing_requests: 13
- 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_matchbest.software
- Request removal: https://koinonlink.com/claim?k=tiktok_matchbest.software
- Terms: https://koinonlink.com/for-ai