# Keshav Lohia (@Keshav_Lohiaaa) on x

- id: koinon:creator:x_keshav_lohiaaa
- url: https://koinonlink.com/kol/x/Keshav_Lohiaaa
- schema_version: 1.4

## Identity
- platform: x
- handle: Keshav_Lohiaaa
- platform_url: https://twitter.com/Keshav_Lohiaaa
- website: https://techntonic.substack.com/p/indian-mangoes
- country: United States
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 2005
- following: 737
- posts_total: 2587
- posts_observed: 1
- posts_per_day: 3.159
- account_age_days: 819
- verified: true
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00249
- best_post_interactions: 5
- 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: finance
- subcategory: investing
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: Early-stage investing in India, Founder journeys and startup credibility, Content creation for founders and investors, VC ecosystem dynamics, Platform evolution (X, LinkedIn), Critique of creator economy trends
- bio: Capitalist, with a heart. Early Stage Investor | prev @kalaari, product @zomato & @LBS alum, CFA. Views are personal

## Audience (inferred)
- status: present
- description: Early-stage investors, startup founders, and product managers in India's tech ecosystem, particularly those interested in venture capital, founder journeys, and content creation in the startup space
- roles: ads
- seniority: practitioner
- pain_points: Struggling to find authentic, high-quality content that reflects real startup and investor insights, Finding it hard to stand out as a founder or investor in a saturated content landscape, Frustrated by the commercialization and loss of authenticity in creator platforms like X (Twitter), Difficulty in identifying genuine startup success stories amid influencer hype
- posts_analysed: 6
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.2
- promotion_intent: 0.1
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 54
- authenticity_basis: engagement_observed
- credibility_score: 54
- 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
- [x_keshav_lohiaaa#20e90a43] Wonder why there are podcasts and essays now summarising podcasts and essays? (https://twitter.com/Keshav_Lohiaaa/status/2069964298479194539)
- [x_keshav_lohiaaa#e007bf45] So tough to be a sponsor on Samay’s show! Sponsors paid bw ₹15-20 crore for this season, with title sponsorship ~10cr. Sponsors are gagged all the time & on this episode, even their competitors were praised. Insane! I guess any publicity is good publicity https://t.co/zI2W4eO
- [x_keshav_lohiaaa#9743961c] Natural extension given his informational edge. I am surprised how @dwarkesh_sp hasn’t launched a $200M fund of his own Imagine two flat-mates on the frontier of knowledge and $$$
- [x_keshav_lohiaaa#4f958a24] joymaxxing this weekend. rode 18 miles across manhattan and the brooklyn bridge as the streets turned into a car-free zone and everyone was out just having a good time https://t.co/2aZ96Z7JxW
- [x_keshav_lohiaaa#38688dab] o’lord pls save X from becoming LinkedIn
- [x_keshav_lohiaaa#86ea1aad] It’s a first that I’ve seen a startup founder making a reel and claiming they’ve built a “successful” startup Is

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