# Retool (@Retool) on youtube

- id: koinon:creator:youtube_retool
- url: https://koinonlink.com/kol/youtube/Retool
- schema_version: 1.3

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

## Reach
- followers: 12400
- posts_observed: 5
- 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: devtools
- category_confidence: 0.91
- category_source: derived_from_recent_content
- topics: AI AppGen and agents, Enterprise AI and Retool features, Internal tool building, Code reviews and development practices, Shadow IT
- bio: AI made building easy. Retool makes it safe. Securely connect to the databases, APIs, and internal systems you already rely on, ...

## Audience (inferred)
- status: present
- description: Developers and engineers building internal tools, enterprise apps, and AI integrations on top of existing databases and APIs
- roles: dev
- seniority: practitioner
- pain_points: Shadow IT and security risks in internal systems, Code review friction and 'it works on my machine' problems, Slow manual app building from spreadsheets or data sources, Integrating AI agents and enterprise AI features into workflows
- posts_analysed: 10
- confidence: 0.4

## 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: 45
- authenticity_basis: profile_shape_only
- credibility_score: 45
- 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_retool#2b6c84fa] The people vs "it works on my machine" (https://www.youtube.com/@Retool)
- [youtube_retool#0fa88adc] 4 types of people in code review
- [youtube_retool#a31d1236] Shadow IT is lurking...
- [youtube_retool#92d9de62] Celebrating the #RetoolChallenge winners with @contra_hq
- [youtube_retool#838193d2] Turn a Spreadsheet or CSV into an App with Retool's AI AppGen
- [youtube_retool#17975abf] How are you using AI Agents? | Retool Summit 2025
- [youtube_retool#54f7f95d] Agents, AppGen, Enterprise AI, & More | What Else Did You learn At Retool Summit 2025?
- [youtube_retool#decbdb40] The first thing you will build with Retool's AI AppGen capabilities | Retool Summit 2025

## 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=33, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=33, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=33, 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=17, 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=17, 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=17, method=platform_profile

## Freshness
- profile_checked_days_ago: 17
- content_analysed_days_ago: 0
- audience_updated_days_ago: 33

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