{
  "@context": "https://koinonlink.com/schema/creator/v1.4",
  "@type": "Creator",
  "schema_version": "1.4",
  "id": "koinon:creator:x_rramesh25",
  "url": "https://koinonlink.com/kol/x/rramesh25",
  "alternate": {
    "html": "https://koinonlink.com/kol/x/rramesh25",
    "json": "https://koinonlink.com/kol/x/rramesh25.json",
    "markdown": "https://koinonlink.com/kol/x/rramesh25.md"
  },
  "identity": {
    "display_name": "Ramesh Ravishankar",
    "handle": "rramesh25",
    "platform": "x",
    "platform_url": "https://twitter.com/rramesh25",
    "website": "http://Highperformr.ai",
    "country": null,
    "country_name": null,
    "location_text": "Building Business Apps",
    "entity_type": "creator",
    "person_id": null,
    "person_id_note": "Cross-platform identity not resolved for this creator.",
    "other_accounts": [],
    "claimed": false,
    "claimed_note": "Not claimed. This says nothing about the creator — most profiles are simply not claimed yet.",
    "declared_accounts": []
  },
  "first_party": null,
  "reach": {
    "followers": 1182,
    "following": 274,
    "posts_total": 7226,
    "posts_observed": 15,
    "account_age_days": 6533,
    "posts_per_day": 1.106,
    "verified": true,
    "size_tier": "nano"
  },
  "engagement": {
    "status": "peak_post_only",
    "engagement_rate": null,
    "engagement_rate_basis": null,
    "posts_in_average": null,
    "avg_views_per_post": null,
    "peak_post_engagement_rate": 0.02538,
    "avg_interactions_per_post": null,
    "best_post_interactions": 30,
    "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": {
    "bio": "Co-founder @HighperformrAI | Building online growth tools for businesses | #1 on Product Hunt | x-Leader at Freshworks| Google",
    "topics": [
      "AI-powered growth tools",
      "Startup product development",
      "Affordable SaaS alternatives",
      "Social media automation",
      "Product Hunt launches",
      "Team productivity tools"
    ],
    "topics_en": [
      "AI-powered growth tools",
      "Startup product development",
      "Affordable SaaS alternatives",
      "Social media automation",
      "Product Hunt launches",
      "Team productivity tools"
    ],
    "topics_zh": [],
    "category": "software",
    "category_label": "Software",
    "subcategory": "ai_tools",
    "subcategory_label": "AI tools / agents",
    "category_confidence": 0,
    "category_source": "derived_from_discovery_path"
  },
  "audience": {
    "status": "present",
    "status_note": null,
    "description": "Founders and growth-focused operators at early-stage startups, mainly tech founders and product managers building or scaling digital growth tools",
    "roles": [
      "ecom_ops"
    ],
    "seniority": "practitioner",
    "pain_points": [
      "Struggling to find affordable and modern AI-powered alternatives to expensive tools like Ahrefs",
      "Frustrated with high recurring costs of complex social media management platforms",
      "Overwhelmed by the complexity and lack of simplicity in current growth tooling"
    ],
    "posts_analysed": 8,
    "confidence": 0.4,
    "traceable": false,
    "traceable_note": "The posts this inference was computed from are NOT retained, so this conclusion cannot be traced back to its inputs. evidence[] holds separately collected profile content and is NOT the input to this inference — do not cite it as support. confidence is a number the model reported about its own reading, NOT a measure of verifiability: a high confidence with traceable=false is still an untraceable claim."
  },
  "commercial": {
    "audience_buyer_fit": 0.9,
    "promotion_intent": 0.8,
    "open_to_collaboration": false,
    "contact": null,
    "contact_note": "Koinon does not publish creator contact details."
  },
  "quality": {
    "authenticity_score": 67,
    "authenticity_basis": "engagement_observed",
    "authenticity_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.",
    "authenticity_comparable_across_platforms": false,
    "credibility_score": 67,
    "credibility_note": null,
    "flagged_for_review": false,
    "flag_reasons": [],
    "anomaly_flags": [],
    "koinon_bd_grade": {
      "value": "A",
      "scale": [
        "A",
        "B",
        "C",
        "quarantine",
        null
      ],
      "value_meanings": {
        "A": "Strong fit for Koinon partner outreach.",
        "B": "Moderate fit.",
        "C": "Weak fit, or never scored.",
        "quarantine": "Flagged for manual review. Excluded from Koinon published statistics, but creator search still RETURNS these profiles unless you pass exclude_anomalous:true — check quality.flagged_for_review.",
        "null": "Never scored."
      },
      "measures": "koinon_partner_outreach_fit",
      "basis": "koinon_bd_fit_and_engagement",
      "formula": "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.",
      "comparable_across_platforms": false,
      "interpretation": "NOT a quality score and NOT fit for your campaign — it grades Koinon own partner-outreach interest in gaming, e-commerce and software. A \"C\" usually means \"outside those industries\" or \"not yet scored\".",
      "explained_at": "https://koinonlink.com/for-ai#koinon_bd_grade"
    },
    "interpretation": "Signals for triage, not verdicts. A flag means the profile is worth a manual check."
  },
  "evidence": [
    {
      "evidence_id": "x_rramesh25#e8393fe5",
      "type": "creator_content",
      "excerpt": "Has anyone here seen success with appointment setting agencies in Philippines?",
      "source_url": "https://twitter.com/rramesh25/status/1619577184942968833",
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "x_rramesh25#180d3f01",
      "type": "creator_content",
      "excerpt": "Also, Nandan Nilekani for Bharat Ratna? ? UDAI DBT Surely the CTO of India.",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "x_rramesh25#18045950",
      "type": "creator_content",
      "excerpt": "We unsubscribed to Ahrefs. What’s an alternative. Pls don’t tell me semrush. Modern AI less expensive tools is what I am looking for.",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "x_rramesh25#78b8dcab",
      "type": "creator_content",
      "excerpt": "Small things make us happy at work! We changes our Meetings background :) https://t.co/jBZ6jk8LFy",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "x_rramesh25#047367de",
      "type": "creator_content",
      "excerpt": "Just realized that you can withdraw cash from an ATM using Gpay! Thats just freakkin amazing. What a liberating feeling. How many of you knew that? Or am I just late to this party???",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "x_rramesh25#51ca8290",
      "type": "creator_content",
      "excerpt": "Al Marketing: From Sailboats to Speedboats! https://t.co/lT3SP5Ls0v",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "x_rramesh25#c85bc0a0",
      "type": "creator_content",
      "excerpt": "We're live on Product Hunt! Introducing – Highperformr AI for Teams, featuring the first ever Social Media AI Agent! Do support us! https://t.co/amleHu0pjO https://t.co/Lo2OhcEr3X",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "x_rramesh25#228c2d96",
      "type": "creator_content",
      "excerpt": "Tired of paying monthly for complex social media tools? Simplify y",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    }
  ],
  "provenance": [
    {
      "field": "audience.description",
      "source_type": "ai_inferred",
      "confidence": 0.4,
      "freshness_days": 29,
      "method": "llm_persona_from_recent_content",
      "note_ref": "llm_persona_from_recent_content"
    },
    {
      "field": "audience.roles",
      "source_type": "ai_inferred",
      "confidence": 0.4,
      "freshness_days": 29,
      "method": "llm_persona_from_recent_content",
      "note_ref": "llm_persona_from_recent_content"
    },
    {
      "field": "audience.seniority",
      "source_type": "ai_inferred",
      "confidence": 0.4,
      "freshness_days": 29,
      "method": "llm_persona_from_recent_content",
      "note_ref": "llm_persona_from_recent_content"
    },
    {
      "field": "commercial.audience_buyer_fit",
      "source_type": "ai_inferred",
      "confidence": 0.6,
      "freshness_days": 89,
      "method": "llm_scorer",
      "note": "Relative signal within Koinon indexing, not a market-wide score."
    },
    {
      "field": "commercial.promotion_intent",
      "source_type": "ai_inferred",
      "confidence": 0.6,
      "freshness_days": 89,
      "method": "llm_scorer"
    },
    {
      "field": "quality.anomaly_flags",
      "source_type": "heuristic",
      "confidence": 0.5,
      "freshness_days": 117,
      "method": "profile_snapshot_and_engagement_ratio_heuristic",
      "note": "Means \"worth a manual check\", NOT confirmed fraud. Flags can be wrong and are not a verdict about the person."
    },
    {
      "field": "quality.authenticity_score",
      "source_type": "heuristic",
      "confidence": 0.5,
      "freshness_days": 89,
      "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.",
      "note": "The input set differs by platform; do not compare this score across platforms."
    },
    {
      "field": "quality.koinon_bd_grade",
      "source_type": "ai_inferred",
      "confidence": 0.5,
      "freshness_days": 117,
      "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.",
      "note": "Koinon partner-outreach fit, not creator quality."
    },
    {
      "field": "reach.followers",
      "source_type": "observed",
      "confidence": 0.95,
      "freshness_days": 117,
      "method": "platform_profile"
    }
  ],
  "method_notes": {
    "llm_persona_from_recent_content": "Computed from posts read live at analysis time; those posts are NOT retained. The excerpts in evidence[] are separately collected profile content and are NOT the inputs to this inference. Do not cite them as its supporting evidence."
  },
  "freshness": {
    "profile_checked_days_ago": 117,
    "content_analysed_days_ago": 89,
    "audience_updated_days_ago": 29,
    "generated_at": "2026-10-31T17:17:35.815Z"
  },
  "retrieval": {
    "indexing_requests": 4,
    "user_triggered_requests": 0,
    "last_user_triggered_day": null,
    "note": "Being indexed in bulk is not the same as being retrieved to answer a question."
  },
  "relationships": {
    "platform_entity": "https://koinonlink.com/creators/x",
    "category_entity": "https://koinonlink.com/product-category/software"
  },
  "license": {
    "terms": "https://koinonlink.com/for-ai",
    "attribution": "Koinon Link",
    "claim_url": "https://koinonlink.com/claim?k=x_rramesh25",
    "removal_url": "https://koinonlink.com/claim?k=x_rramesh25"
  }
}