# Sapra (@saprarohan) on youtube

- id: koinon:creator:youtube_saprarohan
- url: https://koinonlink.com/kol/youtube/saprarohan
- schema_version: 1.3

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

## Reach
- followers: 6580
- posts_observed: 446
- 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: ecommerce
- subcategory: ecom_ads
- category_confidence: 0.92
- category_source: derived_from_recent_content
- topics: Facebook/Meta ads scaling frameworks, Broad targeting and Advantage+ campaigns, Lifetime Value (LTV) focus over single-sale metrics, Ad account management and agency operations, Mindset and execution for consistent ROAS

## Audience (inferred)
- status: present
- description: Facebook/Meta ads practitioners, small agency owners and ecom operators (mainly India) focused on scaling paid ads
- roles: ads
- seniority: practitioner
- pain_points: Unpredictable ad performance and difficulty scaling campaigns, High CAC and inability to hit consistent ROAS, Spending too much time firefighting accounts instead of using frameworks, Lack of business acumen and structured processes when growing from 0 to scale
- posts_analysed: 48
- confidence: 0.75

## 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: 42
- authenticity_basis: profile_shape_only
- credibility_score: 42
- 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_saprarohan#d1f73a30] Keeping Facebook Ads simple helped us focus on CRO that dropped the CPP to ₹170 #facebookads (https://www.youtube.com/@saprarohan)
- [youtube_saprarohan#e0cd76d5] When I was running my ad agency, most of my time and my team's was spent on the ad accounts.
- [youtube_saprarohan#550bea5b] When we start out, there's always uncertainty!
- [youtube_saprarohan#c6b81ea1] The more you need to manage things at scale, the harder it gets to scale!
- [youtube_saprarohan#960d477b] What can be more broader than broad targeting?
- [youtube_saprarohan#198d8a20] Pain and Problem are different!
- [youtube_saprarohan#782feab5] Why your ads are not performing well and why are you struggling?
- [youtube_saprarohan#e8550c25] Why people struggle to scale Facebook ads in 2024/2025?

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

- audience.description: source_type=ai_inferred, confidence=0.75, freshness_days=30, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=30, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=30, 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: 30

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