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SemanticRisk • Public Benchmark • 30-day metric window
AI interpretation benchmark by sector
Explore how clearly websites are interpreted, how much their aggregate scores move, and how often material claim-level changes are detected. The publication set and the selected 30-day metric window are related but not identical concepts.
Public Benchmark Metric window: 30d

Published sectors

12
Sectors meeting public coverage thresholds
Browse sectors

Published benchmark contributors

91
Domains in sectors that meet publication rules. The company explorer can list additional panel members for the selected window.
Browse all panel companies

Published benchmark score

56.81 /100
Weighted average across qualifying published sectors
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30-day material claim drift

21.2%
Share of stored comparisons in the selected window marked material
View drift detail

How to read this benchmark

Scores are deterministic weighted evaluations on a 0–100 scale. Companies with the same combination of evaluation outcomes may share a score. Score movement measures changes in the aggregate score. Material claim drift measures how often stored comparisons in the selected 30-day window contain a material underlying claim change, which can occur even when the net score does not move. High/Critical rate is a separate severity axis and may be non-zero when material claim drift is zero. The contributor count includes only domains meeting the benchmark’s publication rules; the company explorer can also show panel members still awaiting qualifying data.

Published sectors

Only sectors with enough companies, repeat observations, and scan-day coverage are included in the public benchmark.
Unlock sector drilldown
Sector Companies ⓘ Observed days ⓘ Median /100 ⓘ Average /100 ⓘ vs benchmark ⓘ Score movement ⓘ 30-day material claim drift ⓘ High/Crit rate ⓘ Blocked ⓘ
Cybersecurity (CYB)View companies → 17 161 56.15 56.16 ▼ 0.65 Low
0.1008
21.5% 1.2
per 100 days
severity axis
0.4%
Retail (RET)View companies → 5 171 56.15 56.49 ▼ 0.33 Moderate
0.1589
22.0% 1.2
per 100 days
severity axis
0.7%
Engineering & Industrial (ENG)View companies → 9 162 57.75 55.92 ▼ 0.90 No movement
0.0000
23.7% 0.0
per 100 days
severity axis
0.0%
Oil & Gas (OIL)View companies → 6 150 63.85 58.17 ▲ 1.35 No movement
0.0000
22.8% 0.0
per 100 days
severity axis
0.0%
Software & Cloud (SWC)View companies → 5 166 57.75 54.35 ▼ 2.46 No movement
0.0000
19.4% 0.0
per 100 days
severity axis
0.0%
AI (AI)View companies → 5 138 57.75 59.02 ▲ 2.20 No movement
0.0000
14.5% 0.0
per 100 days
severity axis
0.0%
LEGAL (LEGAL)View companies → 8 24 56.15 56.50 ▼ 0.32 No movement
0.0000
17.4% 4.2
per 100 days
severity axis
0.0%
SaaS (SAAS)View companies → 5 120 56.15 56.81 — near average High
0.9059
25.0% 1.7
per 100 days
severity axis
0.0%
Healthcare (HLT)View companies → 10 120 57.75 56.63 ▼ 0.18 No movement
0.0000
28.6% 0.0
per 100 days
severity axis
0.0%
SEMI (SEMI)View companies → 8 33 57.75 58.64 ▲ 1.82 No movement
0.0000
9.7% 0.0
per 100 days
severity axis
1.4%
Banking & Financial Services (BFS)View companies → 8 126 56.15 54.89 ▼ 1.92 No movement
0.0000
25.0% 0.0
per 100 days
severity axis
0.0%
Fintech (FINTECH)View companies → 5 58 63.85 60.63 ▲ 3.82 No movement
0.0000
15.2% 0.0
per 100 days
severity axis
0.0%

Publication rules

Public sectors must meet minimum coverage thresholds. Panel membership alone does not make a domain a benchmark contributor.
Min companies: 5
Min observed days: 10

Crawl health

Benchmark quality depends on successful crawl and extraction coverage.
Coverage: 96.7%
Successful scans: 88
Blocked rate: 3.3%

About this view

The public explorer includes sector data, company scores, crawl health, drift classifications, and a 30-day metric window. Accounts add custom monitored domains, alerts, longer history, and deeper evidence.
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Diagnostic boundary: SemanticRisk reports observations produced by a controlled monitoring pipeline. Model interpretations and extracted claims are not independently verified company facts. See the canonical monitoring definition, see how semantic differences are classified, or read the score guide.