# Shubham Bhatt (@BhattBuilds) on x

- id: koinon:creator:x_bhattbuilds
- url: https://koinonlink.com/kol/x/BhattBuilds
- schema_version: 1.4

## Identity
- platform: x
- handle: BhattBuilds
- platform_url: https://twitter.com/BhattBuilds
- website: https://cal.com/bhattbuilds/quick-chat
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 619
- following: 310
- posts_total: 3223
- posts_observed: 4
- posts_per_day: 1.968
- account_age_days: 1638
- verified: true
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00323
- 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: software
- subcategory: devtools
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: MVP development for startups, customer discovery using Reddit, rapid prototyping and validation, SaaS idea validation, cold email outreach, platform algorithm behavior
- bio: i build MVPs for founders in 3 weeks https://t.co/Yq2vJx302z

building https://t.co/WZjdFQlZPV → Find Real Customer Pain Points from Reddit

## Audience (inferred)
- status: present
- description: founders and early-stage startup builders who want to quickly validate ideas and build MVPs with minimal friction
- roles: ecom_ops
- seniority: practitioner
- pain_points: struggling to identify real customer pain points before building a product, spending too much time on development without clear validation from users, feeling stuck on how to get traction with minimal resources
- posts_analysed: 8
- 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: 52
- authenticity_basis: engagement_observed
- credibility_score: 52
- 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_bhattbuilds#a7bb528f] 🐐 just dropped another sauce. waste no time. steal it fast. (https://twitter.com/BhattBuilds/status/2069775922144895470)
- [x_bhattbuilds#ea41a195] before you vibe code your next website, just give this a read.
- [x_bhattbuilds#c53a8db6] i've been active on X for 13 months now. the biggest lesson i've learned is to study what's working and understand why. figuring out even one thing that works can go a long way.
- [x_bhattbuilds#7b705927] ideaFast is live on the death list 💀 @robj3d3 made a list of saas you can just vibecode instead of paying for check it out: https://t.co/BORKLet7ez https://t.co/mAOqtJe1Gb
- [x_bhattbuilds#d340dbfc] can github actually be replaced someday? https://t.co/Yn9f1jiFLo
- [x_bhattbuilds#b0075e7a] they say cold email doesn't work. their emails: https://t.co/CLbMOfmFcn
- [x_bhattbuilds#fba509cf] whoever designed mac's ui has great taste.
- [x_bhattbuilds#17898d1a] X algorithm hates me. made the same post on threads, and it blew up. the same post is sitting at 27 impressions on X. and it's not the first time. https://t.co/WFZx9v6eD6

## 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=80, 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=80, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=119, 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=80, 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=119, 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=119, method=platform_profile

## Freshness
- profile_checked_days_ago: 119
- content_analysed_days_ago: 80
- audience_updated_days_ago: 20

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