{
  "slug": "company-funding",
  "name": "Company Funding Benchmark",
  "description": "Head-to-head benchmark comparing company funding data providers on whether each returns the correct latest funding stage for the same company domains, judged against funding events verified from official sources. Two boards: freshness for rounds announced in the last 30 days, enrichment for older rounds.",
  "page_url": "https://openbenchmarks.com/company-funding",
  "last_updated": "2026-08-26T22:40:06.274437+00:00",
  "license": "https://creativecommons.org/licenses/by/4.0/",
  "source_repo": {
    "name": "openbenchmarks-labs/company-funding",
    "url": "https://github.com/openbenchmarks-labs/company-funding",
    "description": "Open data + code for the company funding benchmark, including inputs, normalized provider outputs, and latest-stage evaluation.",
    "snapshot_url": "https://raw.githubusercontent.com/openbenchmarks-labs/company-funding/main/data/latest-funding.json"
  },
  "judge": {
    "model": "gpt-5.6",
    "reasoning_effort": "medium"
  },
  "denominator_policy": "Per provider. Each row is scored against the companies that provider was actually measured on, never a board-wide total, because providers join at different times and each freshness snapshot is its own cohort.",
  "boards": {
    "freshness": {
      "description": "Rounds announced in the trailing 30 days. Rolling: each cycle adds a new dated snapshot, which ages into the enrichment board once its window closes.",
      "snapshots": [
        {
          "slug": "company-funding-freshness-2026-08-26",
          "name": "Company Funding Freshness — 2026-08-26 snapshot",
          "window_start": "2026-07-27",
          "window_end": "2026-08-26"
        },
        {
          "slug": "company-funding-freshness-2026-08",
          "name": "Company Funding Freshness — 2026-08 snapshot",
          "window_start": "2026-07-16",
          "window_end": "2026-08-15"
        },
        {
          "slug": "company-funding-freshness-2026-07",
          "name": "Company Funding Freshness — 2026-07 snapshot",
          "window_start": "2026-06-16",
          "window_end": "2026-07-15"
        }
      ],
      "results": [
        {
          "rank": 1,
          "provider": "Firecrawl",
          "provider_slug": "firecrawl-spark-2",
          "companies_measured": 50,
          "snapshots_measured": 1,
          "cases_attempted": 50,
          "cases_resolved": 50,
          "resolution_rate_pct": 100,
          "eligible_stage_cases": 50,
          "correct_stage_count": 50,
          "stage_correct_yield_pct": 100,
          "stage_fill_rate_pct": 98,
          "stage_accuracy_when_present_pct": 100,
          "funding_field_coverage_pct": 87.2,
          "avg_funding_fields_returned": 4.36,
          "median_latency_ms": 102203,
          "p90_latency_ms": 140499.7
        },
        {
          "rank": 2,
          "provider": "Exa instant",
          "provider_slug": "exa-instant",
          "companies_measured": 100,
          "snapshots_measured": 2,
          "cases_attempted": 100,
          "cases_resolved": 100,
          "resolution_rate_pct": 100,
          "eligible_stage_cases": 100,
          "correct_stage_count": 98,
          "stage_correct_yield_pct": 98,
          "stage_fill_rate_pct": 95,
          "stage_accuracy_when_present_pct": 98.95,
          "funding_field_coverage_pct": 90.2,
          "avg_funding_fields_returned": 4.51,
          "median_latency_ms": 1617.5,
          "p90_latency_ms": 2770.7
        },
        {
          "rank": 3,
          "provider": "Exa",
          "provider_slug": "exa-agent",
          "companies_measured": 100,
          "snapshots_measured": 2,
          "cases_attempted": 100,
          "cases_resolved": 100,
          "resolution_rate_pct": 100,
          "eligible_stage_cases": 100,
          "correct_stage_count": 97,
          "stage_correct_yield_pct": 97,
          "stage_fill_rate_pct": 96,
          "stage_accuracy_when_present_pct": 97.92,
          "funding_field_coverage_pct": 73.6,
          "avg_funding_fields_returned": 3.68,
          "median_latency_ms": 27293,
          "p90_latency_ms": 41319.6
        },
        {
          "rank": 4,
          "provider": "Firecrawl",
          "provider_slug": "firecrawl",
          "companies_measured": 100,
          "snapshots_measured": 2,
          "cases_attempted": 100,
          "cases_resolved": 100,
          "resolution_rate_pct": 100,
          "eligible_stage_cases": 100,
          "correct_stage_count": 96,
          "stage_correct_yield_pct": 96,
          "stage_fill_rate_pct": 97,
          "stage_accuracy_when_present_pct": 96.91,
          "funding_field_coverage_pct": 94.4,
          "avg_funding_fields_returned": 4.72,
          "median_latency_ms": 92998,
          "p90_latency_ms": 152709.6
        },
        {
          "rank": 5,
          "provider": "Exa",
          "provider_slug": "exa",
          "companies_measured": 181,
          "snapshots_measured": 3,
          "cases_attempted": 181,
          "cases_resolved": 181,
          "resolution_rate_pct": 100,
          "eligible_stage_cases": 181,
          "correct_stage_count": 173,
          "stage_correct_yield_pct": 95.58,
          "stage_fill_rate_pct": 96.69,
          "stage_accuracy_when_present_pct": 96,
          "funding_field_coverage_pct": 84.75,
          "avg_funding_fields_returned": 4.24,
          "median_latency_ms": 9916,
          "p90_latency_ms": 15287
        },
        {
          "rank": 6,
          "provider": "Crunchbase",
          "provider_slug": "crunchbase",
          "companies_measured": 81,
          "snapshots_measured": 1,
          "cases_attempted": 81,
          "cases_resolved": 81,
          "resolution_rate_pct": 100,
          "eligible_stage_cases": 81,
          "correct_stage_count": 77,
          "stage_correct_yield_pct": 95.06,
          "stage_fill_rate_pct": 96.3,
          "stage_accuracy_when_present_pct": 98.72,
          "funding_field_coverage_pct": 92.59,
          "avg_funding_fields_returned": 4.63,
          "median_latency_ms": null,
          "p90_latency_ms": null
        },
        {
          "rank": 7,
          "provider": "Parallel",
          "provider_slug": "parallel",
          "companies_measured": 181,
          "snapshots_measured": 3,
          "cases_attempted": 181,
          "cases_resolved": 181,
          "resolution_rate_pct": 100,
          "eligible_stage_cases": 181,
          "correct_stage_count": 172,
          "stage_correct_yield_pct": 95.03,
          "stage_fill_rate_pct": 95.58,
          "stage_accuracy_when_present_pct": 95.95,
          "funding_field_coverage_pct": 86.74,
          "avg_funding_fields_returned": 4.34,
          "median_latency_ms": 62142,
          "p90_latency_ms": 120404
        },
        {
          "rank": 8,
          "provider": "Parallel Responses API (medium)",
          "provider_slug": "parallel-responses-medium",
          "companies_measured": 100,
          "snapshots_measured": 2,
          "cases_attempted": 100,
          "cases_resolved": 100,
          "resolution_rate_pct": 100,
          "eligible_stage_cases": 100,
          "correct_stage_count": 90,
          "stage_correct_yield_pct": 90,
          "stage_fill_rate_pct": 96,
          "stage_accuracy_when_present_pct": 90.63,
          "funding_field_coverage_pct": 82.6,
          "avg_funding_fields_returned": 4.13,
          "median_latency_ms": 17020,
          "p90_latency_ms": 28397.2
        },
        {
          "rank": 9,
          "provider": "Fundable",
          "provider_slug": "fundable",
          "companies_measured": 100,
          "snapshots_measured": 2,
          "cases_attempted": 100,
          "cases_resolved": 91,
          "resolution_rate_pct": 91,
          "eligible_stage_cases": 100,
          "correct_stage_count": 84,
          "stage_correct_yield_pct": 84,
          "stage_fill_rate_pct": 91,
          "stage_accuracy_when_present_pct": 92.31,
          "funding_field_coverage_pct": 91,
          "avg_funding_fields_returned": 4.55,
          "median_latency_ms": 1299.5,
          "p90_latency_ms": 2036.4
        },
        {
          "rank": 10,
          "provider": "Harmonic",
          "provider_slug": "harmonic",
          "companies_measured": 81,
          "snapshots_measured": 1,
          "cases_attempted": 81,
          "cases_resolved": 81,
          "resolution_rate_pct": 100,
          "eligible_stage_cases": 81,
          "correct_stage_count": 66,
          "stage_correct_yield_pct": 81.48,
          "stage_fill_rate_pct": 100,
          "stage_accuracy_when_present_pct": 81.48,
          "funding_field_coverage_pct": 91.85,
          "avg_funding_fields_returned": 4.59,
          "median_latency_ms": null,
          "p90_latency_ms": null
        },
        {
          "rank": 11,
          "provider": "Crustdata",
          "provider_slug": "crustdata",
          "companies_measured": 181,
          "snapshots_measured": 3,
          "cases_attempted": 181,
          "cases_resolved": 174,
          "resolution_rate_pct": 96.13,
          "eligible_stage_cases": 181,
          "correct_stage_count": 147,
          "stage_correct_yield_pct": 81.22,
          "stage_fill_rate_pct": 89.5,
          "stage_accuracy_when_present_pct": 90.12,
          "funding_field_coverage_pct": 71.27,
          "avg_funding_fields_returned": 3.56,
          "median_latency_ms": 1537,
          "p90_latency_ms": 3908
        },
        {
          "rank": 12,
          "provider": "Fiber",
          "provider_slug": "fiber",
          "companies_measured": 181,
          "snapshots_measured": 3,
          "cases_attempted": 181,
          "cases_resolved": 177,
          "resolution_rate_pct": 97.79,
          "eligible_stage_cases": 181,
          "correct_stage_count": 135,
          "stage_correct_yield_pct": 74.59,
          "stage_fill_rate_pct": 92.27,
          "stage_accuracy_when_present_pct": 80.24,
          "funding_field_coverage_pct": 88.29,
          "avg_funding_fields_returned": 4.41,
          "median_latency_ms": 615,
          "p90_latency_ms": 984
        },
        {
          "rank": 13,
          "provider": "ZoomInfo",
          "provider_slug": "zoominfo",
          "companies_measured": 181,
          "snapshots_measured": 3,
          "cases_attempted": 181,
          "cases_resolved": 164,
          "resolution_rate_pct": 90.61,
          "eligible_stage_cases": 181,
          "correct_stage_count": 131,
          "stage_correct_yield_pct": 72.38,
          "stage_fill_rate_pct": 84.53,
          "stage_accuracy_when_present_pct": 84.97,
          "funding_field_coverage_pct": 85.75,
          "avg_funding_fields_returned": 4.29,
          "median_latency_ms": 958,
          "p90_latency_ms": 1300
        },
        {
          "rank": 14,
          "provider": "Seltz news",
          "provider_slug": "seltz-news",
          "companies_measured": 100,
          "snapshots_measured": 2,
          "cases_attempted": 100,
          "cases_resolved": 100,
          "resolution_rate_pct": 100,
          "eligible_stage_cases": 100,
          "correct_stage_count": 71,
          "stage_correct_yield_pct": 71,
          "stage_fill_rate_pct": 78,
          "stage_accuracy_when_present_pct": 85.9,
          "funding_field_coverage_pct": 57.8,
          "avg_funding_fields_returned": 2.89,
          "median_latency_ms": 2108.5,
          "p90_latency_ms": 3257.8
        },
        {
          "rank": 15,
          "provider": "PredictLeads",
          "provider_slug": "predictleads",
          "companies_measured": 181,
          "snapshots_measured": 3,
          "cases_attempted": 181,
          "cases_resolved": 152,
          "resolution_rate_pct": 83.98,
          "eligible_stage_cases": 181,
          "correct_stage_count": 123,
          "stage_correct_yield_pct": 67.96,
          "stage_fill_rate_pct": 81.77,
          "stage_accuracy_when_present_pct": 82.43,
          "funding_field_coverage_pct": 64.31,
          "avg_funding_fields_returned": 3.22,
          "median_latency_ms": 561,
          "p90_latency_ms": 716
        },
        {
          "rank": 16,
          "provider": "Apollo",
          "provider_slug": "apollo",
          "companies_measured": 181,
          "snapshots_measured": 3,
          "cases_attempted": 181,
          "cases_resolved": 176,
          "resolution_rate_pct": 97.24,
          "eligible_stage_cases": 181,
          "correct_stage_count": 108,
          "stage_correct_yield_pct": 59.67,
          "stage_fill_rate_pct": 85.08,
          "stage_accuracy_when_present_pct": 69.48,
          "funding_field_coverage_pct": 70.06,
          "avg_funding_fields_returned": 3.5,
          "median_latency_ms": 320,
          "p90_latency_ms": 489
        },
        {
          "rank": 17,
          "provider": "Seltz companies",
          "provider_slug": "seltz-companies",
          "companies_measured": 100,
          "snapshots_measured": 2,
          "cases_attempted": 100,
          "cases_resolved": 100,
          "resolution_rate_pct": 100,
          "eligible_stage_cases": 100,
          "correct_stage_count": 22,
          "stage_correct_yield_pct": 22,
          "stage_fill_rate_pct": 67,
          "stage_accuracy_when_present_pct": 32.84,
          "funding_field_coverage_pct": 62.6,
          "avg_funding_fields_returned": 3.13,
          "median_latency_ms": 2118,
          "p90_latency_ms": 3629.3
        },
        {
          "rank": 18,
          "provider": "People Data Labs",
          "provider_slug": "people-data-labs",
          "companies_measured": 181,
          "snapshots_measured": 3,
          "cases_attempted": 181,
          "cases_resolved": 167,
          "resolution_rate_pct": 92.27,
          "eligible_stage_cases": 181,
          "correct_stage_count": 24,
          "stage_correct_yield_pct": 13.26,
          "stage_fill_rate_pct": 65.19,
          "stage_accuracy_when_present_pct": 19.49,
          "funding_field_coverage_pct": 51.38,
          "avg_funding_fields_returned": 2.57,
          "median_latency_ms": 325,
          "p90_latency_ms": 604
        },
        {
          "rank": 19,
          "provider": "CompanyEnrich",
          "provider_slug": "company-enrich",
          "companies_measured": 181,
          "snapshots_measured": 3,
          "cases_attempted": 181,
          "cases_resolved": 175,
          "resolution_rate_pct": 96.69,
          "eligible_stage_cases": 181,
          "correct_stage_count": 23,
          "stage_correct_yield_pct": 12.71,
          "stage_fill_rate_pct": 63.54,
          "stage_accuracy_when_present_pct": 19.13,
          "funding_field_coverage_pct": 56.8,
          "avg_funding_fields_returned": 2.84,
          "median_latency_ms": 334,
          "p90_latency_ms": 662
        },
        {
          "rank": 20,
          "provider": "Ocean.io",
          "provider_slug": "ocean",
          "companies_measured": 181,
          "snapshots_measured": 3,
          "cases_attempted": 181,
          "cases_resolved": 175,
          "resolution_rate_pct": 96.69,
          "eligible_stage_cases": 181,
          "correct_stage_count": 20,
          "stage_correct_yield_pct": 11.05,
          "stage_fill_rate_pct": 54.14,
          "stage_accuracy_when_present_pct": 19.39,
          "funding_field_coverage_pct": 29.39,
          "avg_funding_fields_returned": 1.47,
          "median_latency_ms": 575,
          "p90_latency_ms": 974
        },
        {
          "rank": 21,
          "provider": "Explorium",
          "provider_slug": "explorium",
          "companies_measured": 181,
          "snapshots_measured": 3,
          "cases_attempted": 181,
          "cases_resolved": 81,
          "resolution_rate_pct": 44.75,
          "eligible_stage_cases": 181,
          "correct_stage_count": 10,
          "stage_correct_yield_pct": 5.52,
          "stage_fill_rate_pct": 36.46,
          "stage_accuracy_when_present_pct": 13.64,
          "funding_field_coverage_pct": 40.44,
          "avg_funding_fields_returned": 2.02,
          "median_latency_ms": 715,
          "p90_latency_ms": 1361.3
        }
      ]
    },
    "enrichment": {
      "description": "Rounds announced more than 30 days ago. Grows every cycle as freshness snapshots age in.",
      "active_dataset": "company-funding-enrichment-v3",
      "results": [
        {
          "rank": 1,
          "provider": "Firecrawl",
          "provider_slug": "firecrawl",
          "companies_measured": 300,
          "snapshots_measured": 1,
          "cases_attempted": 300,
          "cases_resolved": 300,
          "resolution_rate_pct": 100,
          "eligible_stage_cases": 300,
          "correct_stage_count": 277,
          "stage_correct_yield_pct": 92.33,
          "stage_fill_rate_pct": 100,
          "stage_accuracy_when_present_pct": 92.33,
          "funding_field_coverage_pct": 93.27,
          "avg_funding_fields_returned": 4.66,
          "median_latency_ms": 109834.5,
          "p90_latency_ms": 197686
        },
        {
          "rank": 2,
          "provider": "Parallel",
          "provider_slug": "parallel",
          "companies_measured": 219,
          "snapshots_measured": 1,
          "cases_attempted": 219,
          "cases_resolved": 219,
          "resolution_rate_pct": 100,
          "eligible_stage_cases": 219,
          "correct_stage_count": 197,
          "stage_correct_yield_pct": 89.95,
          "stage_fill_rate_pct": 95.43,
          "stage_accuracy_when_present_pct": 92.34,
          "funding_field_coverage_pct": 84.93,
          "avg_funding_fields_returned": 4.25,
          "median_latency_ms": 53684,
          "p90_latency_ms": 109773.2
        },
        {
          "rank": 3,
          "provider": "Parallel Responses API (medium)",
          "provider_slug": "parallel-responses-medium",
          "companies_measured": 300,
          "snapshots_measured": 1,
          "cases_attempted": 300,
          "cases_resolved": 300,
          "resolution_rate_pct": 100,
          "eligible_stage_cases": 300,
          "correct_stage_count": 267,
          "stage_correct_yield_pct": 89,
          "stage_fill_rate_pct": 94.33,
          "stage_accuracy_when_present_pct": 90.11,
          "funding_field_coverage_pct": 81.6,
          "avg_funding_fields_returned": 4.08,
          "median_latency_ms": 15930,
          "p90_latency_ms": 27706
        },
        {
          "rank": 4,
          "provider": "Exa",
          "provider_slug": "exa-agent",
          "companies_measured": 300,
          "snapshots_measured": 1,
          "cases_attempted": 300,
          "cases_resolved": 300,
          "resolution_rate_pct": 100,
          "eligible_stage_cases": 300,
          "correct_stage_count": 266,
          "stage_correct_yield_pct": 88.67,
          "stage_fill_rate_pct": 90.67,
          "stage_accuracy_when_present_pct": 93.01,
          "funding_field_coverage_pct": 67.27,
          "avg_funding_fields_returned": 3.36,
          "median_latency_ms": 26548.5,
          "p90_latency_ms": 39840.5
        },
        {
          "rank": 5,
          "provider": "Exa",
          "provider_slug": "exa",
          "companies_measured": 219,
          "snapshots_measured": 1,
          "cases_attempted": 219,
          "cases_resolved": 219,
          "resolution_rate_pct": 100,
          "eligible_stage_cases": 219,
          "correct_stage_count": 194,
          "stage_correct_yield_pct": 88.58,
          "stage_fill_rate_pct": 100,
          "stage_accuracy_when_present_pct": 88.58,
          "funding_field_coverage_pct": 93.61,
          "avg_funding_fields_returned": 4.68,
          "median_latency_ms": 12848,
          "p90_latency_ms": 15365.4
        },
        {
          "rank": 6,
          "provider": "Firecrawl",
          "provider_slug": "firecrawl-spark-2",
          "companies_measured": 300,
          "snapshots_measured": 1,
          "cases_attempted": 300,
          "cases_resolved": 299,
          "resolution_rate_pct": 99.67,
          "eligible_stage_cases": 300,
          "correct_stage_count": 262,
          "stage_correct_yield_pct": 87.33,
          "stage_fill_rate_pct": 95.33,
          "stage_accuracy_when_present_pct": 89.86,
          "funding_field_coverage_pct": 84.2,
          "avg_funding_fields_returned": 4.21,
          "median_latency_ms": 104405.5,
          "p90_latency_ms": 163843.5
        },
        {
          "rank": 7,
          "provider": "Exa instant",
          "provider_slug": "exa-instant",
          "companies_measured": 300,
          "snapshots_measured": 1,
          "cases_attempted": 300,
          "cases_resolved": 300,
          "resolution_rate_pct": 100,
          "eligible_stage_cases": 300,
          "correct_stage_count": 261,
          "stage_correct_yield_pct": 87,
          "stage_fill_rate_pct": 97,
          "stage_accuracy_when_present_pct": 89,
          "funding_field_coverage_pct": 89,
          "avg_funding_fields_returned": 4.45,
          "median_latency_ms": 1507,
          "p90_latency_ms": 1724.9
        },
        {
          "rank": 8,
          "provider": "Crunchbase",
          "provider_slug": "crunchbase",
          "companies_measured": 219,
          "snapshots_measured": 1,
          "cases_attempted": 219,
          "cases_resolved": 216,
          "resolution_rate_pct": 98.63,
          "eligible_stage_cases": 219,
          "correct_stage_count": 188,
          "stage_correct_yield_pct": 85.84,
          "stage_fill_rate_pct": 94.52,
          "stage_accuracy_when_present_pct": 90.82,
          "funding_field_coverage_pct": 87.85,
          "avg_funding_fields_returned": 4.39,
          "median_latency_ms": null,
          "p90_latency_ms": null
        },
        {
          "rank": 9,
          "provider": "Fiber",
          "provider_slug": "fiber",
          "companies_measured": 219,
          "snapshots_measured": 1,
          "cases_attempted": 219,
          "cases_resolved": 213,
          "resolution_rate_pct": 97.26,
          "eligible_stage_cases": 219,
          "correct_stage_count": 186,
          "stage_correct_yield_pct": 84.93,
          "stage_fill_rate_pct": 96.35,
          "stage_accuracy_when_present_pct": 88.15,
          "funding_field_coverage_pct": 90.05,
          "avg_funding_fields_returned": 4.5,
          "median_latency_ms": 632,
          "p90_latency_ms": 751.6
        },
        {
          "rank": 10,
          "provider": "Crustdata",
          "provider_slug": "crustdata",
          "companies_measured": 219,
          "snapshots_measured": 1,
          "cases_attempted": 219,
          "cases_resolved": 206,
          "resolution_rate_pct": 94.06,
          "eligible_stage_cases": 219,
          "correct_stage_count": 173,
          "stage_correct_yield_pct": 79,
          "stage_fill_rate_pct": 88.58,
          "stage_accuracy_when_present_pct": 89.18,
          "funding_field_coverage_pct": 68.4,
          "avg_funding_fields_returned": 3.42,
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  "methodology_url": "https://openbenchmarks.com/company-funding#methodology",
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}