{ "done": 6, "errors": 0, "total": 6 }

{ "branded_kpis": { "ai_visibility_score": 0.0, "ai_visibility_score_formula": "0.5*brand_rate + 0.3*(100-displacement_rate) + 0.2*avg_strength, clamped 0..100", "answers_analyzed": 0, "answers_fetched": 0, "avg_strength_score": 0.0, "brand_absent_rate": 0.0, "brand_mention_rate": 0.0, "brand_missing_answers": 0, "displaced_when_brand_missing": 0, "displaced_when_brand_missing_of_missing_rate": 0.0, "displaced_when_brand_missing_rate": 0.0, "displaced_when_brand_present": 0, "displaced_when_brand_present_rate": 0.0, "displacement_rate": 0.0, "entity_scores": 0, "errors": 0, "evidence_coverage_rate": 0.0, "mentions_with_competitors_rate": 0.0, "provider_answers": 0 }, "branded_recommendations": [], "branded_risk": { "top_displaced": [], "top_low_strength_mentions": [] }, "by_entity": [ { "answers": 6, "avg_strength": 20.0, "brand_rate": 66.66666666666666, "displaced_rate": 33.33333333333333, "entity_name": "looker", "entity_type": "competitor" }, { "answers": 6, "avg_strength": 46.666666666666664, "brand_rate": 100.0, "displaced_rate": 0.0, "entity_name": "Metabase", "entity_type": "customer" }, { "answers": 6, "avg_strength": 23.333333333333332, "brand_rate": 66.66666666666666, "displaced_rate": 33.33333333333333, "entity_name": "power bi", "entity_type": "competitor" }, { "answers": 6, "avg_strength": 30.0, "brand_rate": 83.33333333333334, "displaced_rate": 16.666666666666664, "entity_name": "tableau", "entity_type": "competitor" } ], "by_entity_competitors": [ { "answers": 6, "avg_strength": 20.0, "brand_rate": 66.66666666666666, "displaced_rate": 33.33333333333333, "entity_name": "looker", "entity_type": "competitor" }, { "answers": 6, "avg_strength": 23.333333333333332, "brand_rate": 66.66666666666666, "displaced_rate": 33.33333333333333, "entity_name": "power bi", "entity_type": "competitor" }, { "answers": 6, "avg_strength": 30.0, "brand_rate": 83.33333333333334, "displaced_rate": 16.666666666666664, "entity_name": "tableau", "entity_type": "competitor" } ], "by_entity_customers": [ { "answers": 6, "avg_strength": 46.666666666666664, "brand_rate": 100.0, "displaced_rate": 0.0, "entity_name": "Metabase", "entity_type": "customer" } ], "by_provider": [ { "answers": 3, "avg_strength": 53.333333333333336, "brand_rate": 100.0, "displaced_rate": 0.0, "mentions_with_competitors": 100.0, "provider": "gemini" }, { "answers": 3, "avg_strength": 40.0, "brand_rate": 100.0, "displaced_rate": 0.0, "mentions_with_competitors": 66.66666666666666, "provider": "openai" } ], "competitive_pressure": { "top_competitors_overall": [ [ "Metabase", 18 ], [ "tableau", 15 ], [ "looker", 12 ], [ "power bi", 12 ] ], "top_competitors_when_brand_missing": [ [ "Metabase", 5 ], [ "tableau", 2 ] ] }, "cost_rollup": { "by_provider": { "gemini": { "cost_usd": 0.0042715, "input_tokens": 205, "items": 3, "output_tokens": 1684, "total_tokens": 1889 }, "openai": { "cost_usd": 0.00034725, "input_tokens": 211, "items": 3, "output_tokens": 526, "total_tokens": 737 } }, "cost_source": "stored_usage_only", "missing_pricing_models": [], "notes": [], "providers": { "gemini": { "cost_usd": 0.0042715, "tokens": 1889 }, "openai": { "cost_usd": 0.00034725, "tokens": 737 } }, "total": { "cost_usd": 0.0046187500000000005, "input_tokens": 416, "items": 6, "output_tokens": 2210, "total_tokens": 2626 }, "total_cost_usd": 0.0046187500000000005, "total_tokens": 2626, "usage_missing_items": 0 }, "coverage_summary": { "analysis_coverage_rate": 100.0, "analyzed_items": 6, "expected_items": 6, "failed_items": 0, "fetch_coverage_rate": 100.0, "fetched_items": 6, "partial_completion": false, "successful_items": 6 }, "error_summary": { "by_entity": [], "by_provider": [], "error_rate": 0.0, "examples": [], "total_errors": 0 }, "generated_at": "2026-02-13T10:55:10.909911Z", "kpis": { "ai_visibility_score": 89.33333333333333, "ai_visibility_score_formula": "0.5*brand_rate + 0.3*(100-displacement_rate) + 0.2*avg_strength, clamped 0..100", "answers_analyzed": 6, "answers_fetched": 6, "avg_strength_score": 46.666666666666664, "brand_absent_rate": 0.0, "brand_mention_rate": 100.0, "brand_missing_answers": 0, "displaced_when_brand_missing": 0, "displaced_when_brand_missing_of_missing_rate": 0.0, "displaced_when_brand_missing_rate": 0.0, "displaced_when_brand_present": 0, "displaced_when_brand_present_rate": 0.0, "displacement_rate": 0.0, "entity_scores": 24, "errors": 0, "evidence_coverage_rate": 100.0, "mentions_with_competitors_rate": 83.33333333333334, "provider_answers": 6 }, "kpis_breakdown": { "competitors_only": { "answers": 18, "avg_strength": 24.444444444444443, "brand_rate": 72.22222222222221, "displaced_rate": 27.77777777777778 }, "customer_only": { "answers": 6, "avg_strength": 46.666666666666664, "brand_rate": 100.0, "displaced_rate": 0.0 } }, "primary_kpis": { "ai_visibility_score": 89.33333333333333, "ai_visibility_score_formula": "0.5*brand_rate + 0.3*(100-displacement_rate) + 0.2*avg_strength, clamped 0..100", "answers_analyzed": 6, "answers_fetched": 6, "avg_strength_score": 46.666666666666664, "brand_absent_rate": 0.0, "brand_mention_rate": 100.0, "brand_missing_answers": 0, "displaced_when_brand_missing": 0, "displaced_when_brand_missing_of_missing_rate": 0.0, "displaced_when_brand_missing_rate": 0.0, "displaced_when_brand_present": 0, "displaced_when_brand_present_rate": 0.0, "displacement_rate": 0.0, "entity_scores": 24, "errors": 0, "evidence_coverage_rate": 100.0, "mentions_with_competitors_rate": 83.33333333333334, "provider_answers": 6 }, "project": { "brand_name": "Metabase", "language": null, "market": null, "slug": "metabase-bi-test-v1", "website": "https://metabase.com" }, "recommendations": [ { "examples": [ "Can you suggest some tools similar to Tableau?", "Can you compare Metabase with other BI tools?", "Can you compare Metabase with other BI tools?" ], "title": "Increase strength of brand mentions", "trigger": "Average strength score is 46.7", "what_to_do": "Make differentiators explicit and consistent across core pages (who it is for, what it replaces, quantified outcomes, integrations, implementation time)." } ], "risk": { "top_displaced": [ { "entity_name": "looker", "entity_type": "competitor", "evidence_snippet": null, "link": "/run-items/ee4a7fdf-228e-4086-a99c-abb42c2c42f5", "provider": "gemini", "question_index": 1, "question_text": "What are some integrations available for Metabase?", "run_item_id": "ee4a7fdf-228e-4086-a99c-abb42c2c42f5", "strength_score": 0.0, "top_competitors": "Metabase, tableau" }, { "entity_name": "looker", "entity_type": "competitor", "evidence_snippet": null, "link": "/run-items/f8deb104-4a5c-4e0e-92ae-545d4433062b", "provider": "openai", "question_index": 1, "question_text": "What are some integrations available for Metabase?", "run_item_id": "f8deb104-4a5c-4e0e-92ae-545d4433062b", "strength_score": 0.0, "top_competitors": "Metabase" }, { "entity_name": "power bi", "entity_type": "competitor", "evidence_snippet": null, "link": "/run-items/ee4a7fdf-228e-4086-a99c-abb42c2c42f5", "provider": "gemini", "question_index": 1, "question_text": "What are some integrations available for Metabase?", "run_item_id": "ee4a7fdf-228e-4086-a99c-abb42c2c42f5", "strength_score": 0.0, "top_competitors": "Metabase, tableau" }, { "entity_name": "power bi", "entity_type": "competitor", "evidence_snippet": null, "link": "/run-items/f8deb104-4a5c-4e0e-92ae-545d4433062b", "provider": "openai", "question_index": 1, "question_text": "What are some integrations available for Metabase?", "run_item_id": "f8deb104-4a5c-4e0e-92ae-545d4433062b", "strength_score": 0.0, "top_competitors": "Metabase" }, { "entity_name": "tableau", "entity_type": "competitor", "evidence_snippet": null, "link": "/run-items/f8deb104-4a5c-4e0e-92ae-545d4433062b", "provider": "openai", "question_index": 1, "question_text": "What are some integrations available for Metabase?", "run_item_id": "f8deb104-4a5c-4e0e-92ae-545d4433062b", "strength_score": 0.0, "top_competitors": "Metabase" } ], "top_low_strength_mentions": [ { "entity_name": "Metabase", "entity_type": "customer", "evidence_snippet": "combines data visualization with business intelligence features.\n5. **Metabase** - An open-source tool that allows users to create dashboard", "link": "/run-items/5a1679ed-5c33-4549-b8b2-bd0f505eec70", "provider": "openai", "question_index": 0, "question_text": "Can you suggest some tools similar to Tableau?", "run_item_id": "5a1679ed-5c33-4549-b8b2-bd0f505eec70", "strength_score": 20.0, "top_competitors": "looker, power bi" }, { "entity_name": "looker", "entity_type": "competitor", "evidence_snippet": "robust data teams and extensive customization needs.\n\n**Metabase vs. Looker**\n* **Metabase** offers similar outcomes to Looker at a lower", "link": "/run-items/9ca797fb-1a68-447a-aac9-2fa205319fc8", "provider": "gemini", "question_index": 2, "question_text": "Can you compare Metabase with other BI tools?", "run_item_id": "9ca797fb-1a68-447a-aac9-2fa205319fc8", "strength_score": 20.0, "top_competitors": "Metabase, power bi" }, { "entity_name": "looker", "entity_type": "competitor", "evidence_snippet": "be complex for non-technical users; licensing costs can add up.\n\n3. **Looker**:\n - **Strengths**: Strong data exploration and modeling cap", "link": "/run-items/3f37baf3-3d46-40c1-8f63-3a6ca1efd115", "provider": "openai", "question_index": 2, "question_text": "Can you compare Metabase with other BI tools?", "run_item_id": "3f37baf3-3d46-40c1-8f63-3a6ca1efd115", "strength_score": 20.0, "top_competitors": "Metabase, power bi" }, { "entity_name": "power bi", "entity_type": "competitor", "evidence_snippet": "re\u0027s how Metabase compares to other popular BI tools:\n\n**Metabase vs. Power BI**\n* **Metabase** is generally easier to use, has a lower le", "link": "/run-items/9ca797fb-1a68-447a-aac9-2fa205319fc8", "provider": "gemini", "question_index": 2, "question_text": "Can you compare Metabase with other BI tools?", "run_item_id": "9ca797fb-1a68-447a-aac9-2fa205319fc8", "strength_score": 20.0, "top_competitors": "Metabase, looker" }, { "entity_name": "power bi", "entity_type": "competitor", "evidence_snippet": "*: Higher cost and steeper learning curve compared to Metabase.\n\n2. **Power BI**:\n - **Strengths**: Integrates well with Microsoft product", "link": "/run-items/3f37baf3-3d46-40c1-8f63-3a6ca1efd115", "provider": "openai", "question_index": 2, "question_text": "Can you compare Metabase with other BI tools?", "run_item_id": "3f37baf3-3d46-40c1-8f63-3a6ca1efd115", "strength_score": 20.0, "top_competitors": "Metabase, looker" }, { "entity_name": "tableau", "entity_type": "competitor", "evidence_snippet": "soft ecosystem. Power BI is generally more expensive.\n\n**Metabase vs. Tableau**\n* **Metabase** excels for lean teams needing fast, self-se", "link": "/run-items/9ca797fb-1a68-447a-aac9-2fa205319fc8", "provider": "gemini", "question_index": 2, "question_text": "Can you compare Metabase with other BI tools?", "run_item_id": "9ca797fb-1a68-447a-aac9-2fa205319fc8", "strength_score": 20.0, "top_competitors": "Metabase, looker" }, { "entity_name": "Metabase", "entity_type": "customer", "evidence_snippet": "orts and dashboards with intuitive drag-and-drop functionality.\n* **Metabase** (the brand under analysis) is a user-friendly data analytic", "link": "/run-items/93fcafba-57e9-4968-af13-548445a528c7", "provider": "gemini", "question_index": 0, "question_text": "Can you suggest some tools similar to Tableau?", "run_item_id": "93fcafba-57e9-4968-af13-548445a528c7", "strength_score": 40.0, "top_competitors": "looker, power bi" }, { "entity_name": "looker", "entity_type": "competitor", "evidence_snippet": "n intuitive interface for exploring complex data relationships.\n* **Looker** (now part of Google Cloud) is known for its data exploration", "link": "/run-items/93fcafba-57e9-4968-af13-548445a528c7", "provider": "gemini", "question_index": 0, "question_text": "Can you suggest some tools similar to Tableau?", "run_item_id": "93fcafba-57e9-4968-af13-548445a528c7", "strength_score": 40.0, "top_competitors": "Metabase, power bi" }, { "entity_name": "looker", "entity_type": "competitor", "evidence_snippet": "obust data visualization and business intelligence capabilities.\n2. **Looker** - A Google Cloud product that provides data exploration and v", "link": "/run-items/5a1679ed-5c33-4549-b8b2-bd0f505eec70", "provider": "openai", "question_index": 0, "question_text": "Can you suggest some tools similar to Tableau?", "run_item_id": "5a1679ed-5c33-4549-b8b2-bd0f505eec70", "strength_score": 40.0, "top_competitors": "Metabase, power bi" }, { "entity_name": "power bi", "entity_type": "competitor", "evidence_snippet": "Sure! Here are some tools similar to Tableau:\n\n1. **Power BI** - A Microsoft product that offers robust data visualization", "link": "/run-items/5a1679ed-5c33-4549-b8b2-bd0f505eec70", "provider": "openai", "question_index": 0, "question_text": "Can you suggest some tools similar to Tableau?", "run_item_id": "5a1679ed-5c33-4549-b8b2-bd0f505eec70", "strength_score": 40.0, "top_competitors": "Metabase, looker" } ] }, "run": { "finished_at": "2026-02-11T10:58:21.973686+00:00", "id": "8331ebac-62d9-4c8f-bd60-1049f8b575c8", "input_snapshot": { "entities": [ { "id": "0a6aa03b-c0c8-48a2-92a8-ff6f3b9125da", "name": "Metabase", "type": "customer" }, { "id": "3cefe78c-8f7f-4bea-aa82-bec47c54394d", "name": "looker", "type": "competitor" }, { "id": "a4946181-52f4-42bc-b922-77e7c2dc999c", "name": "power bi", "type": "competitor" }, { "id": "0fd15f9e-ced7-4b74-80f2-23b7aa661e09", "name": "tableau", "type": "competitor" } ], "entities_hash": "ac4a5348f962beadad8bc8b4157ed679f652deca", "limits": { "max_entities": null, "max_questions": 3 }, "provider_config": { "gemini": { "model": "gemini-2.5-flash", "seed": null, "temperature": null }, "openai": { "model": "gpt-4o-mini", "seed": null, "temperature": 0 } }, "providers": [ "openai", "gemini" ], "question_count": 3, "question_order": [ "c03bef8a0ca775f6debe17d27b9b239271327e9a", "030d8bf309a27d427f546c255c365463367d3898", "452385fbad3072c91b28847f230dd9d108658584" ], "question_order_seed": 0, "question_set_hash": "4abc57a3db3ef7b8565f1d7e2c7a202576c86182", "question_set_id": "7091c125-c194-4a72-855d-575ea5047155", "question_set_version": "v1_assessment_u01", "resolved_inputs": { "categories": "", "category": "business intelligence", "integrations": [ "bigquery", "dbt", "mysql", "postgres", "redshift", "slack", "snowflake" ], "max_questions": 20, "resolved_questions": [ { "bucket": "alternatives", "fingerprint": "c03bef8a0ca775f6debe17d27b9b239271327e9a", "intent": "comparison", "query_type": "alternatives", "source_pack": "bank", "text": "Can you suggest some tools similar to Tableau?", "weight": 1.0 }, { "bucket": "comparison", "fingerprint": "452385fbad3072c91b28847f230dd9d108658584", "intent": "comparison", "query_type": "comparison_vs", "source_pack": "bank", "text": "Can you compare Metabase with other BI tools?", "weight": 1.0 }, { "bucket": "integrations", "fingerprint": "030d8bf309a27d427f546c255c365463367d3898", "intent": "informational", "query_type": "integrations", "source_pack": "bank", "text": "What are some integrations available for Metabase?", "weight": 1.0 } ], "segment_key": "analytics_bi", "use_cases": [ "self-serve analytics", "dashboarding", "embedded analytics", "internal reporting" ] }, "run_mode": "neutral", "settings": { "gemini_grounding": null, "max_concurrency": 6, "max_retries": 3, "provider_timeout_s": 60, "retry_backoff_s": 0.6 }, "slug": "metabase-bi-test-v1" }, "progress": { "done": 6, "errors": 0, "total": 6 }, "providers": [ "openai", "gemini" ], "started_at": "2026-02-11T10:58:03.410265+00:00", "status": "succeeded" }, "tracks_summary": { "branded_fetched": 0, "unbranded_fetched": 6 } }