# Sourav Ghosh (@souravghosh) on x

- id: koinon:creator:x_souravghosh
- url: https://koinonlink.com/kol/x/souravghosh
- schema_version: 1.4

## Identity
- platform: x
- handle: souravghosh
- platform_url: https://twitter.com/souravghosh
- website: https://souravghosh.neetocal.com/hello
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 11280
- following: 8488
- posts_total: 80689
- posts_observed: 5
- posts_per_day: 12.588
- account_age_days: 6410
- verified: true
- size_tier: koc

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00018
- best_post_interactions: 2
- measurement_source: x_post_interactions
- measurement_formula: interactions on one post — likes, or likes + reposts + replies depending on the discovery path (the two are not distinguishable in the stored data)
- comparable_pool: peak_interactions
- status_note: We have only the single best observed post, so no mean exists. peak_post_engagement_rate is an UPPER BOUND, systematically higher than an average — never compare it against an average rate.
- 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: dtc_brand
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: Profit-driven growth, Marketing ROI beyond ROAS, Data-driven decision making in DTC, Founder-led growth strategy
- bio: Finance-first Growth Operator for DTC brands.
Improving Profit & cash, not ROAS.
10+ yrs | Founders' feedback ↓
https://t.co/1FU49NUuvA

FREE 15-min Audit ↓

## Audience (inferred)
- status: present
- description: DTC brand founders and growth operators focused on profitability and cash flow, not just ROAS
- roles: ads
- seniority: decision_maker
- pain_points: Struggling to prove marketing's real impact on profit rather than just ROAS, Falling into the trap of chasing vanity metrics from case studies that don't reflect their own business reality, Having difficulty shifting focus from acquisition to sustainable profitability
- posts_analysed: 3
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 1
- promotion_intent: 0.9
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 50
- authenticity_basis: engagement_observed
- credibility_score: 65
- 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
- [x_souravghosh#44e63d05] Considering the current state of your business, what is the honest contribution of paid media or marketing in general? 1) Fighting the uphill battle to build the growth foundation: a reliable traffic dial, a predictable acquisition engine? Are you seeing an upward trend/signals i (https://twitter.com/souravghosh/status/2073016461376037364)
- [x_souravghosh#39b43db6] Brutally honest take. Most marketing success case studies are often fueling the fire that already exists.
- [x_souravghosh#f85acbe0] 💎 “Care about the numbers. Study the numbers. Improve the numbers. But do

## 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=20, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=20, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=20, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=79, 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=79, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=110, 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=0.5, freshness_days=79, 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=110, 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=110, method=platform_profile

## Freshness
- profile_checked_days_ago: 110
- content_analysed_days_ago: 79
- audience_updated_days_ago: 20

## AI retrieval
- indexing_requests: 10
- 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=x_souravghosh
- Request removal: https://koinonlink.com/claim?k=x_souravghosh
- Terms: https://koinonlink.com/for-ai