Raw evidence · findability

{
  "id": 37,
  "company_id": 10,
  "scanned_at": "2026-05-06 22:53:20",
  "seo_score": 39,
  "seo_details": "{\"lighthouse_seo\": 50, \"wikipedia\": 0, \"google_in_rank_score\": 30, \"google_in_rank_position\": 0, \"brave_rank_score\": 30, \"brave_rank_position\": 0, \"bing_rank_score\": 30, \"bing_rank_position\": 0, \"ddg_rank_score\": 100, \"ddg_rank_position\": 1, \"best_india_rank\": 1, \"news_velocity\": 40, \"subdomain_footprint\": 60}",
  "ai_score": 90,
  "ai_judgement": "good_recall",
  "ai_response": "AI search visibility (3-perspective):\n  • Category discoverability: 100/100 — univest.in dominates positions 1-3 with own blog content on best stock-advisor apps 2026; SEBI-registered advisor\n  • Named SEO: 100/100 — univest.in owns positions 1-2 + 7 of top 10 for named query\n  • Claude recall: 50/100 — General: SEBI-registered equity advisory app in India for retail investors; founder/year not confidently recalled\n  Overall: 90/100",
  "ai_model": "3-agent-research",
  "raw": "{\"seo\": {\"lighthouse_seo\": 50, \"wikipedia\": 0, \"google_in_rank_score\": 30, \"google_in_rank_position\": 0, \"brave_rank_score\": 30, \"brave_rank_position\": 0, \"bing_rank_score\": 30, \"bing_rank_position\": 0, \"ddg_rank_score\": 100, \"ddg_rank_position\": 1, \"best_india_rank\": 1, \"news_velocity\": 40, \"subdomain_footprint\": 60}, \"ai\": {\"ai_score\": 23, \"ai_judgement\": \"partial\", \"ai_response\": \"SECTOR: Financial Services\\nCOUNTRY: India\\nFACT: Univest is a non-banking financial company (NBFC) in India.\", \"ai_model\": \"groq\", \"samples\": [{\"model\": \"groq\", \"prompt_idx\": 0, \"score\": 30, \"judge\": \"hallucinated\", \"text\": \"SECTOR: Banking\\nCOUNTRY: United States\\nFACT: Community bank and financial services provider.\"}, {\"model\": \"groq\", \"prompt_idx\": 1, \"score\": 60, \"judge\": \"partial\", \"text\": \"SECTOR: Financial Services\\nCOUNTRY: India\\nFACT: Univest is a non-banking financial company (NBFC) in India.\"}, {\"model\": \"groq\", \"prompt_idx\": 2, \"score\": 60, \"judge\": \"partial\", \"text\": \"SECTOR: Education\\nCOUNTRY: India\\nFACT: Provides online courses and educational resources for students and professionals.\"}, {\"model\": \"sarvam\", \"prompt_idx\": 0, \"score\": 5, \"judge\": \"unknown\", \"text\": \"<think>\\nOkay, let's tackle this question about Univest. First, I need to figure out what Univest is. The user wants a brief answer with three lines: sector, country, and a fact.\\n\\nI'll start by recalling any companies named Univest. There's Univest Financial Corporation, which I think is a bank or financial services company. Let me verify that. A quick check in my knowledge base shows that Univest Financial Corporation is a community bank based in the United States. They provide services like checking and savings accounts, loans, and investment services. \\n\\nSo, the sector would be \\\"Financial Services\\\" or \\\"Banking\\\". The headquarters country is the US. For the fact, I can mention their services or their community focus. Since the fact\"}, {\"model\": \"sarvam\", \"prompt_idx\": 1, \"score\": 5, \"judge\": \"unknown\", \"text\": \"<think>\\nOkay, the user is asking about the Indian company Univest. I need to provide three lines with specific information. Let me start by recalling what I know about Univest.\\n\\nFirst, the sector. Univest... I think they are in the financial services or investment sector. Maybe private equity? I remember they might be involved in venture capital. Let me confirm. Yes, Univest is a venture capital firm based in India. So the sector would be \\\"Venture Capital\\\".\\n\\nNext, the country. The user mentioned it's an Indian company, so the headquarters should be in India. But I should check if there's any specific city. I believe they are based in Mumbai. So country is India.\\n\\nNow, a real fact. They might have invested in startups\"}, {\"model\": \"sarvam\", \"prompt_idx\": 2, \"score\": 5, \"judge\": \"unknown\", \"text\": \"<think>\\nOkay, let's tackle this query. The user is asking about the website univest.in. They want a three-line response with specific elements: sector, country, and a fact.\\n\\nFirst, I need to figure out what univest.in does. I'll start by checking the website. If I can't access it directly, maybe I can search for information. Let me think... Univest might be related to investments or financial services. The domain ends with .in, which is India's country code, so the country is likely India.\\n\\nNext, the sector. If it's a financial services site, the sector could be \\\"Financial Services\\\" or \\\"Investment\\\". Let me confirm. A quick search shows that Univest is an investment platform in India. So sector is\"}, {\"model\": \"claude\", \"prompt_idx\": 0, \"score\": 20, \"judge\": \"unknown\", \"text\": \"SECTOR: FinTech\\nCOUNTRY: India\\nFACT: Investment / advisory app in India; recent brand, low Western LLM recall.\"}], \"models_attempted\": [\"groq\", \"gemini\", \"sarvam\"], \"model_breakdown\": {\"groq\": 50, \"claude\": 20, \"sarvam\": 5}, \"india_native_recall\": \"no\", \"ai_score_raw\": 23, \"ai_score_boost_reason\": \"\\u226540 news articles in 30d\", \"agent_evaluation\": {\"test1_category_discoverability\": 100, \"test1_notes\": \"univest.in dominates positions 1-3 with own blog content on best stock-advisor apps 2026; SEBI-registered advisor\", \"test2_named_seo\": 100, \"test2_notes\": \"univest.in owns positions 1-2 + 7 of top 10 for named query\", \"test3_claude_recall\": 50, \"test3_notes\": \"General: SEBI-registered equity advisory app in India for retail investors; founder/year not confidently recalled\", \"overall_score\": 90, \"method\": \"3-agent multi-perspective: WebSearch category + WebSearch named + Claude recall\"}}}"
}

{
  "id": 10,
  "company_id": 10,
  "scanned_at": "2026-05-01 17:59:55",
  "seo_score": 26,
  "seo_details": "{\"lighthouse_seo\": 50, \"wikipedia\": 0, \"news_velocity\": 0, \"subdomain_footprint\": 60}",
  "ai_score": null,
  "ai_judgement": "unknown",
  "ai_response": null,
  "ai_model": null,
  "raw": "{\"seo_parts\": {\"lighthouse_seo\": 50, \"wikipedia\": 0, \"news_velocity\": 0, \"subdomain_footprint\": 60}, \"ai\": null}"
}