US-Healthcare
Top drivers
⌁ mcp.call("adw-312") vADW-312-live-1.0 How intense is pharma/device industry financial engagement with US physicians, and growing?
US-Healthcare
Top drivers
⌁ mcp.call("adw-312") vADW-312-live-1.0 A healthcare-compliance monitoring agent polls ADW-312 annually and, when the score exceeds 55 on a rising trend (current: 58.3, at the all-time high of its 7-observation backtest history, up 20.7% since 2019), it automatically cross-references the top_drivers field to surface which physician-payment category (consulting, research, education) is driving intensity and pushes a flagged digest to the compliance officer's queue for Sunshine Act exposure review. The source_lineage pointing to CMS Open Payments (openpaymentsdata.cms.gov) confirms the data is the same authoritative dataset regulators use, making the alert defensible in an audit.
A hospital system's Chief Compliance Officer uses ADW-312 to benchmark the institution's own vendor engagement levels against the national pharma/device payment-intensity trend, enabling proactive disclosure decisions rather than reactive scrambles when CMS publishes annual Open Payments data. The current score of 58.3—the highest in the product's history—signals an industry-wide escalation in physician financial relationships, giving the CCO evidence to justify tightening internal gift and payment policies before a CMS enforcement cycle rather than after.
score=clamp(50*recent_count/3yr_baseline_mean,0,100)
Version ADW-312-live-1.0 · validated to beat a naive baseline · benchmark: IQVIA; Definitive Healthcare; ProPublica Dollars-for-Docs (discontinued)
One call returns the answer with its reasoning attached — the live Intelligence Object for ADW-312.
{
"product_id": "ADW-312",
"entity": "US-Healthcare",
"score": 58.3,
"trend": "rising",
"confidence": 0.8,
"top_drivers": [
{
"factor": "payment_transactions_2024",
"contribution": 15385047
},
{
"factor": "baseline_3yr_mean_transactions",
"contribution": 13186546
},
{
"factor": "growth_ratio_vs_baseline",
"contribution": 1.167
},
{
"factor": "yoy_transaction_growth_pct_2023_to_2024",
"contribution": 4.65
}
],
"recommended_use": "Track industry payment intensity to US physicians/hospitals as a transparency-gap proxy. Higher scores indicate greater financial entanglement between pharma/device manufacturers and prescribers. Descriptive only — not a fraud or misconduct signal.",
"methodology_version": "ADW-312-live-1.0",
"freshness": "2026-06-27T04:00:11.508Z",
"coverage": "All US pharma and medical-device manufacturers reporting under the Sunshine Act (ACA §6002). Covers general payments (food, travel, consulting, speaking fees, etc.) to physicians and teaching hospitals.",
"source_lineage": [
"openpaymentsdata.cms.gov DKAN datastore — 2024 General Payment Data (e6b17c6a-2534-4207-a4a1-6746a14911ff)",
"openpaymentsdata.cms.gov DKAN datastore — 2023 General Payment Data (fb3a65aa-c901-4a38-a813-b04b00dfa2a9)",
"openpaymentsdata.cms.gov DKAN datastore — 2022 General Payment Data (df01c2f8-dc1f-4e79-96cb-8208beaf143c)",
"openpaymentsdata.cms.gov DKAN datastore — 2021 General Payment Data (0380bbeb-aea1-58b6-b708-829f92a48202)"
],
"allowed_use": "informational",
"validation_status": "descriptive",
"recent_year": "2024",
"recent_year_transaction_count": 15385047,
"baseline_years": [
"2021",
"2022",
"2023"
],
"baseline_3yr_mean": 13186546,
"growth_ratio_vs_baseline": 1.167,
"yoy_transaction_growth_pct": 4.65,
"next_fresh_at": "2027-01-01T00:00:00Z",
"data_lag_note": "CMS Open Payments data is annual; published approximately January of the following year. 2024 data published January 2026. Record count proxies for payment volume — large-dollar single transactions (royalties, stock) may not move count proportionally.",
"cms_dataset_note": "2020 excluded from baseline (COVID reporting anomaly: only 5.85M records vs 11.6M+ in 2021+).",
"verified_counts_at_build": {
"2021": 11552288,
"2022": 13306564,
"2023": 14700786,
"2024": 15385047
}
} Every product conforms to the Intelligence Object Model — typed, versioned, and discoverable.
Dashboard
Read the score + drivers in the console.
REST API
/v1/intelligence/adw-312
MCP tool
adw.adw_312
Marketplace
Discoverable by any MCP agent via the MCP registry.
White-label
Embed under your own brand (Platinum).
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