# Aaron & Automation (@cloudcraftsoftware) on tiktok

- id: koinon:creator:tiktok_cloudcraftsoftware
- url: https://koinonlink.com/kol/tiktok/cloudcraftsoftware
- schema_version: 1.4

## Identity
- platform: tiktok
- handle: cloudcraftsoftware
- platform_url: https://www.tiktok.com/@cloudcraftsoftware
- website: https://linktr.ee/cloudcraftsoftware
- country: Canada
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 6559
- following: 158
- posts_observed: 1
- 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: saas
- category_confidence: 0.8
- category_source: derived_from_recent_content
- topics: Make.com自动化场景搭建, AI工具在业务中的实际应用, 数据抓取与整合, 技术战略与Wardley mapping, build vs buy决策, 避免AI hype，专注慢钱与高杠杆任务
- bio: AI & Automation done right.

## Audience (inferred)
- status: present
- description: small and medium business owners and operators using no-code tools for business automation
- roles: automation
- seniority: practitioner
- pain_points: Complex logic in Make.com like routers, arrays, and bundles are hard to master, Unreliable or non-deterministic AI outputs make real-world implementation difficult, Difficulty deciding whether to build from scratch or buy existing tools, leading to costly mistakes, Distracted by AI and Agent hype, struggling to focus on high-leverage, practical business problems
- posts_analysed: 40
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.9
- promotion_intent: 0.8
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 42
- authenticity_basis: profile_shape_only
- credibility_score: 42
- 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_cloudcraftsoftware#aa63f8b5] what hooks are an incredibly powerful feature that we can utilize in our automations because they give us the ability to tie into almost an infinite number of systems in a Realtime fashion. Instead of polling or requesting information manually from an external system a web hook a (https://www.tiktok.com/@cloudcraftsoftware)

## 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=67, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=67, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=67, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=67, 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=67, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=67, 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=67, 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=67, 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=67, method=platform_profile

## Freshness
- profile_checked_days_ago: 67
- content_analysed_days_ago: 67
- audience_updated_days_ago: 67

## AI retrieval
- indexing_requests: 14
- 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_cloudcraftsoftware
- Request removal: https://koinonlink.com/claim?k=tiktok_cloudcraftsoftware
- Terms: https://koinonlink.com/for-ai