# sam.deploy (@sam.deploy) on tiktok

- id: koinon:creator:tiktok_sam.deploy
- url: https://koinonlink.com/kol/tiktok/sam.deploy
- schema_version: 1.3

## Identity
- platform: tiktok
- handle: sam.deploy
- platform_url: https://www.tiktok.com/@sam.deploy
- website: http://appdeploy.ai/?ref=tiktok_sam
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 15533
- following: 17
- posts_observed: 33
- 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: ai_tools
- category_confidence: 0.95
- category_source: derived_from_recent_content
- topics: AI replacing software developers and CS jobs, Building full apps/websites/games with ChatGPT + AppDeploy.a, Vibecoding / no-code AI development, AI side hustles to retire yourself or parents, Promoting AppDeploy.ai as the key tool

## Audience (inferred)
- status: present
- description: Students, aspiring developers and side-hustle seekers who want to build apps/websites with AI but have little or no coding skills
- roles: general_ai
- seniority: learner
- pain_points: Afraid traditional CS/software engineering degrees will be worthless because of AI, Don't know how to code but want to launch apps or side projects quickly, Struggle to find simple, low-skill ways to make money online, Overwhelmed by how fast AI tools are changing and unsure how to use them
- posts_analysed: 62
- confidence: 0.9

## Commercial (inferred)
- audience_buyer_fit: 0.7
- promotion_intent: 0.6
- open_to_collaboration: false
- 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_sam.deploy#a687871e] Literally every single job would be replaced by Ai😭 Don’t waste your time on a CS major (https://www.tiktok.com/@sam.deploy)
- [tiktok_sam.deploy#fc36a277] software engineering 😩😂 #vibecoding #banks #softwaredeveloper #computerscience #appdevelopment
- [tiktok_sam.deploy#da5da5dd] original sound - sam.deploy
- [tiktok_sam.deploy#67b7b58c] It is a becoming a big trend on TikTok now! Click here: vibecoding
- [tiktok_sam.deploy#d3840729] Check out sam.deploy’s video! #TikTok >
- [tiktok_sam.deploy#6b7e645e] Search:
- [tiktok_sam.deploy#c066cfe0] app deploy gpt
- [tiktok_sam.deploy#7f030a09] ChatGPT + Appdeploy.ai makes this feel illegal 🤯 #vibecoding #chatgpt #ai #appdeploy

## 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=28, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.9, freshness_days=28, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.9, freshness_days=28, 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=6, 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=6, 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=6, method=platform_profile

## Freshness
- profile_checked_days_ago: 6
- content_analysed_days_ago: 0
- audience_updated_days_ago: 28

## 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_sam.deploy
- Request removal: https://koinonlink.com/claim?k=tiktok_sam.deploy
- Terms: https://koinonlink.com/for-ai