adw.adw_404
shallowcom.alpinedataworks/adw-intelligence-server · Verify this server
Returns a 0-100 US healthcare administrative-overhead gap index (CMS Medicare provider cost and utilization data; administrative-cost growth vs. care-delivery growth, time series to 2009) with gap_index, admin_burden_trend, percentile_rank, confidence, and methodology_version. Call when the user asks about hospital admin overhead, billing or payer friction, or inpatient margin compression, or when timing hospital cost-reduction programs, RCM investments, or provider-credit reviews. Updates: quarterly.
1 trials · measured 8 days ago
adw.adw_404 scores 100.0/100 on Vouch's measured behaviour index, from 1 real invocation trials against com.alpinedataworks/adw-intelligence-server, measured 25 Aug 2026 under methodology v0.2.0. Every measured component scored 100.
Component breakdown
| Component | Weight | Value |
|---|---|---|
| Reliability | 35% | not applicable |
| Schema integrity | 25% | 100.0 |
| Failure behaviour | 15% | not applicable |
| Latency | 15% | not applicable |
| Concurrency | 10% | not applicable |
Tool details
- Transport
- remote
- Credential class
- self-provisionable
- Category
- Health
- Input schema
- not declared
- Output schema
- not declared
- Side-effect classification
- unclassified
Score history
| Day | Score | Tier | Methodology |
|---|---|---|---|
| 2026-08-25 | 100.0 | shallow | v0.2.0 |
Probe evidence
| Probe | Outcomes |
|---|---|
| schema_integrity | pass: 1 |
Raw request/response logs are not archived yet — the outcome counts above are drawn directly from every recorded trial.
Embed this score
Available for every tool, scored or not — not a verification perk. Always links back to this page.
[](https://vouch.tools/tools/37c7dc03-bb49-4655-9268-f5703e164d4d)