GLOBAL BENCHMARK LAB™

Do not call it world-leading until the benchmarks can show it.

V9 defines the benchmark suite Disease Intelligence should publish as the platform matures. No synthetic number below is presented as a real performance result.

Search & retrieval

Can DI find the right entities?

Measure precision@k, recall@k, synonym/abbreviation resolution, no-result quality, geographic and specialty coverage.

Graph quality

Are relationships correct and explainable?

Sampled edge accuracy, ontology consistency, duplicate resolution, shortest-path validity and graph update integrity.

Evidence quality

Can an assertion be independently checked?

Provenance completeness, freshness, conflict detection, source quality and reviewer agreement.

Workflow

Does DI reduce operational friction?

Time-to-route, time-to-acknowledge, unresolved steps, task completion and handoff failure rates.

Safety & trust

Does the system behave appropriately under uncertainty?

Abstention quality, unsafe suggestion rate, escalation success, explanation comprehension and adverse-event review.

Economics

Can the product scale efficiently?

Infrastructure cost per active user/query, support cost, gross margin, payback, retention and expansion.

Publication rule: benchmark methodology, denominator, dataset scope, dates, limitations and confidence intervals should accompany any future performance claim.