# Alaska Tech Stack (@aktechstack) on youtube

- id: koinon:creator:youtube_aktechstack
- url: https://koinonlink.com/kol/youtube/aktechstack
- schema_version: 1.3

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

## Reach
- followers: 22200
- posts_observed: 236
- 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: app
- category_confidence: 0.85
- category_source: derived_from_recent_content
- topics: Budget Android phone reviews, iPhone vs Android comparisons, Flagship phone problems and alternatives, Old device troubleshooting, Mobile tech value picks
- bio: Featuring the best in Alaska Mobile Technology Reviews and Information.

## Audience (inferred)
- status: present
- description: Smartphone users and tech hobbyists interested in budget Android phones, iOS vs Android comparisons, and basic troubleshooting
- roles: consumer
- seniority: consumer
- pain_points: Frustration with expensive flagship phones that don't deliver value, Poor call quality or performance on older or budget devices, Difficulty deciding between iPhone and Android ecosystems, Finding reliable cheap phones that actually work well
- posts_analysed: 9
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.6
- promotion_intent: 0.5
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 49
- authenticity_basis: profile_shape_only
- credibility_score: 49
- 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
- [youtube_aktechstack#1c7bbad8] I bought five $50 Android Phones - Here's the best (https://www.youtube.com/@aktechstack)
- [youtube_aktechstack#bf3c15f3] The Trump Phone is out! - And it's already a disaster.
- [youtube_aktechstack#00bb33d3] Do bikes belong on country roads?
- [youtube_aktechstack#2eb81292] iPhone vs Android: I Switched for 30 Days and Here's What Happened
- [youtube_aktechstack#b8a7cd29] Apple quietly kills the iphone and here's why
- [youtube_aktechstack#8ff252a0] It's 2026 and Android Phones Still Suck
- [youtube_aktechstack#43339782] I ditched my iPhone 17 Pro for a $50 Android
- [youtube_aktechstack#cf034feb] How to fix Galaxy S III call quality

## Provenance
Every inferred field below carries how it was produced. Facts stay facts; inferences stay inferences.

- audience.description: source_type=ai_inferred, confidence=0.4, freshness_days=29, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=29, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=29, 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=1, 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=1, 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=1, method=platform_profile

## Freshness
- profile_checked_days_ago: 1
- content_analysed_days_ago: 0
- audience_updated_days_ago: 29

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