# Devin | Automations & Content (@devinautomates) on tiktok

- id: koinon:creator:tiktok_devinautomates
- url: https://koinonlink.com/kol/tiktok/devinautomates
- schema_version: 1.4

## Identity
- platform: tiktok
- handle: devinautomates
- platform_url: https://www.tiktok.com/@devinautomates
- website: https://dot.cards/devinautomates
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 3236
- following: 72
- 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: 0.9
- category_source: derived_from_recent_content
- topics: AI automations for lead and client management, Content formats and video hooks that work in any niche, CRM mistakes and fixes, Social media strategy for booking clients, Tool comparisons for content production
- bio: 💻I handle content & automations for YOUR business as you focus on your clients 🫱🏾‍🫲🏼20+Businesses Served
Comment or DM "DIGITAL" to see how it works 👇

## Audience (inferred)
- status: present
- description: Small business owners and solo operators who handle their own content creation and backend systems
- roles: automation
- seniority: practitioner
- pain_points: Wasting time filming/editing instead of serving clients, Broken CRM automations sending leads to wrong funnels, Low video views and weak conversion from content, Not knowing which tasks to hand off to AI tools like Claude or n8n
- posts_analysed: 40
- confidence: 0.75

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

## Quality signals
- authenticity_score: 38
- authenticity_basis: profile_shape_only
- credibility_score: 38
- 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_devinautomates#559c73b2] Fred bought the gimbal. The microphone. The sticks. All of it — sitting in a box. Not because he doesn’t care about his business. Because filming, editing, posting, and scheduling is not the best use of a realtor’s time. That’s what I do. I’m Devin — I run the content, the lead f (https://www.tiktok.com/@devinautomates)
- [tiktok_devinautomates#186f07fd] original sound - devinautomates
- [tiktok_devinautomates#f776e9d5] Check out Devin | Automations & Content’s video! #TikTok >
- [tiktok_devinautomates#974272fb] Real clients. Real results. This is what happens when your backend finally gets or

## 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=57, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=57, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=57, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=57, 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=57, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=86, 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=57, 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=86, 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=86, method=platform_profile

## Freshness
- profile_checked_days_ago: 86
- content_analysed_days_ago: 57
- audience_updated_days_ago: 57

## AI retrieval
- indexing_requests: 12
- 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_devinautomates
- Request removal: https://koinonlink.com/claim?k=tiktok_devinautomates
- Terms: https://koinonlink.com/for-ai