Graph Precision Benchmark

How Accurate Is the Graph?

200 edges randomly sampled and independently verified against primary sources. Every claim is spot-checkable.

Sample taken April 2026 (graph was ~2,500 nodes); the graph has since grown to 3,800+ nodes. Re-sample scheduled. Sample-size statistics are population-independent at 200 edges (~±3.4pp at 95% confidence).

Overall Precision
200
Edges Verified
False Edges
Methodology

Stratified Random Sample

We sampled 200 edges from the graph using stratified random sampling — proportional to the distribution of relationship types in the full graph. This ensures the benchmark reflects the actual composition of the graph, not just the easy-to-verify edges.

Verification Process

  1. Random selection — 200 edges drawn from the full graph, stratified by relationship type (supplies_to, depends_on, produces, competes_with, enables, constrains, transit_route)
  2. Independent verification — each edge checked by an independent fact-check agent against primary sources (SEC filings, company websites, industry reports, government databases)
  3. Adversarial cross-check — results reviewed for consistency and potential confirmation bias
  4. Transparent reporting — every false and unverified edge is listed below with what we got wrong and what we did about it
Verdict Scale

What Each Rating Means

VerdictDefinitionCounts As
ConfirmedDirect evidence from a primary source (company filing, press release, contract announcement)Correct
CorroboratedMultiple independent secondary sources agree (industry reports, financial databases, news)Correct
PlausibleConsistent with known facts but no direct confirmation foundNeutral
UnverifiedCannot find evidence for or againstNeutral
FalseFound counterevidence — the relationship is wrong or invertedError

Precision formula: (Confirmed + Corroborated) / (Confirmed + Corroborated + False) × 100%
Plausible and Unverified edges are excluded from the precision calculation (neither confirmed nor refuted).

Results

Precision by Relationship Type

RelationshipSampleConfirmedCorroboratedPlausibleUnverifiedFalsePrecision
Spot-Check

5 Verified Edges You Can Check

Click any source link to verify independently. These were selected to span different relationship types and complexity levels.

Transparency

What the Graph Got Wrong

Every false edge found during the benchmark, what was wrong, and how it was fixed.

Live API

Query the Graph Yourself

The same graph powering this benchmark is queryable via our v1 API. Authenticated access with Swagger documentation.

GET /v1/graph/node/AXTI
{
  "query_name": "node-lookup",
  "schema_version": "1.0",
  "graph_as_of": "2026-04-03T06:31:06Z",
  "execution_time_ms": 3.87,
  "results": [{
    "id": "AXTI",
    "name": "AXT Inc.",
    "type": "company",
    "country": "US",
    "severity": 3,
    "themes": ["AI", "DEFENSE", "QUANTUM", "CRITICAL_MINERALS"],
    "edges_outbound": 14,
    "edges_inbound": 9,
    "degree": 23
  }]
}

Available endpoints: /v1/graph/node/{id} · /v1/graph/node/{id}/cascade · /v1/graph/search · /v1/graph/chokepoints · /v1/graph/meta

API key required · Swagger Docs

Graph at Time of Benchmark
2,496
NODES
8,585
EDGES
1,005
COMPANIES
358
MATERIALS

Benchmark conducted April 3, 2026 · Graph version 1.0