# AI Product Builders (@sri_laxmi) on youtube

- id: koinon:creator:youtube_sri_laxmi
- url: https://koinonlink.com/kol/youtube/sri_laxmi
- schema_version: 1.4

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

## Reach
- followers: 2130
- posts_observed: 6
- 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: 0.98
- category_source: derived_from_recent_content
- topics: AI tools, models and news updates, AI Product Management and PM career paths, Startup building and entrepreneurship in AI, Generative AI applications for business and sales, Learning roadmaps and practical AI building (RAG, Streamlit)
- bio: In this series, we will discover new AI tools, build simple AI applications and deploy them on Streamlit. Learn about RAG, ai ...

## Audience (inferred)
- status: present
- description: AI product managers, aspiring startup founders, and tech professionals focused on building and applying AI tools in product and business contexts
- roles: general_ai
- seniority: practitioner
- pain_points: Keeping up with rapid AI model releases and tool updates, Transitioning from traditional PM roles to AI startup founding, Effectively using AI for job hunting, productivity, and customer workflows, Navigating startup growth, differentiation, and AI deployment challenges
- posts_analysed: 48
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 1
- promotion_intent: 1
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 35
- authenticity_basis: profile_shape_only
- credibility_score: 35
- 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
- [youtube_sri_laxmi#e83ec5e2] AI will not replace you #shorts (https://www.youtube.com/@sri_laxmi)
- [youtube_sri_laxmi#1826378c] Product Manager to Founder :  Lessons from AI Startup founder #ai #shorts
- [youtube_sri_laxmi#1c5fdcb8] ChatGPT prompt to get you a job #shorts
- [youtube_sri_laxmi#d2bab5d9] I got a high paying job with these ChatGPT prompts #shorts #ai #chatgpt
- [youtube_sri_laxmi#a793c330] Google Gemin's controversial responses to queries about PM Modi hinder AI innovation. #shorts
- [youtube_sri_laxmi#c8b81b62] 5 AI Tools to Supercharge Your Productivity #ai #shorts #music
- [youtube_sri_laxmi#2c6bd2a7] GPT-4 is dead. Anthropic reveals Claude 3, claims it beats Gemini & GPT-4 in many benchmarks #shorts
- [youtube_sri_laxmi#dbf62fd1] Amazon's New AI Tool "Diffuse to Choose" Lets You Virtually Try Products In Any Setting #shorts #ai

## 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=78, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=78, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=78, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=85, 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=85, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=91, 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=85, 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=91, 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=91, method=platform_profile

## Freshness
- profile_checked_days_ago: 91
- content_analysed_days_ago: 85
- audience_updated_days_ago: 78

## AI retrieval
- indexing_requests: 9
- 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_sri_laxmi
- Request removal: https://koinonlink.com/claim?k=youtube_sri_laxmi
- Terms: https://koinonlink.com/for-ai