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Original TechSelectAI Research

TechSelectAI Software Evidence Coverage Benchmark

Original benchmark of software evidence coverage, verification confidence and freshness across the TechSelectAI catalog.

Snapshot: 2026-11-09 · Methodology: research-v1.0 · Source data fresh through 2026-10-27 11:11:50

407
Active products
73
Categories
1491
Evidence sources
54.8%
Known capability coverage
100%
Verified source share

Key benchmark findings

These figures describe TechSelectAI research coverage and source verification, not product quality, market share or vendor ranking.

61.8%Median category evidence coverage
13.5%–88.9%Coverage range across 73 active categories
2 / 73Categories with at least 80% known capability coverage
100%Median verified-source share by category

Catalog-wide verified-source share is 100%. Source data is fresh through 2026-10-27 11:11:50.

Category benchmark

Coverage measures the share of recorded base-product capability rows that have a known evidence status. It is a data-coverage statistic, not a product quality score.

CategoryProductsCoverageAvg known confidenceEvidence sourcesVerified-source shareLatest recorded activity
Airport Operations Management Software658.3%99.2%46100%Sep 22, 2026
Asset Performance Management & Predictive Maintenance567.7%98.5%19100%Sep 18, 2026
Backup / Disaster Recovery826.4%98.2%27100%Oct 7, 2026
Calibration & Metrology Management Software567.7%98.3%15100%Sep 19, 2026
Clinic & Practice Management Software588.9%99.3%18100%Sep 21, 2026
Clinical Laboratory Information Systems (LIS)553.3%99.1%16100%Sep 21, 2026
Collaboration & Communication555%98.3%8100%Sep 14, 2026
Commercial Shipping & Voyage Management Systems566.2%98.4%23100%Sep 18, 2026
Community & Retail Pharmacy Management Software580%99.4%31100%Sep 21, 2026
Contract Lifecycle Management (CLM)670%98.7%15100%Sep 18, 2026
Corporate Identity & Digital Business Cards1142.6%96.3%49100%Sep 14, 2026
CRM1045.5%96.7%20100%Sep 14, 2026
Customer Service & Contact Center557.5%98.6%9100%Sep 14, 2026
Dangerous Goods / Hazmat Compliance Software561.3%98.2%19100%Sep 19, 2026
Data Catalog & Governance562%98.5%17100%Sep 18, 2026
Dental Practice Management Software578.9%99.4%27100%Sep 21, 2026
Dermatology Practice & Clinical Systems558.9%99.4%14100%Sep 21, 2026
Digital Permit-to-Work & Control of Work Software561.5%98.3%14100%Sep 19, 2026
Document Management / ECM571.8%98.6%14100%Sep 15, 2026
E-signature562.5%98%13100%Sep 15, 2026
Endpoint Security / EDR450%98.4%8100%Sep 12, 2026
Enterprise AI Assistants562%98.6%11100%Sep 18, 2026
Enterprise Architecture & Application Portfolio Management561.8%97.6%10100%Sep 15, 2026
Enterprise Asset Management & CMMS567.3%98.6%15100%Sep 18, 2026
Enterprise Search & Knowledge Discovery553.3%98.7%11100%Sep 18, 2026
Environment, Health & Safety (EHS) Management Platforms575.4%98.9%30100%Sep 19, 2026
ERP1244.4%97.3%28100%Sep 14, 2026
Expense Management574%98.8%11100%Sep 18, 2026
Field Service Management561.7%98.4%18100%Sep 18, 2026
FinOps & Cloud Cost Management561.8%98.8%10100%Sep 18, 2026
Home Health & Home Care Software574.4%99.4%22100%Sep 21, 2026
Hospital EHR & Clinical Information Systems559.7%98.9%92100%Sep 21, 2026
HR & HCM1337.9%97.7%33100%Sep 14, 2026
Identity & Access Management243.8%98.3%4100%Sep 14, 2026
Identity Governance & Administration563.6%98.7%12100%Sep 18, 2026
Industrial Data Historians & OT Data Platforms564.6%98.4%17100%Sep 18, 2026
Industrial Energy & Sustainability Management Platforms566.2%98.1%18100%Sep 19, 2026
Industrial IoT & Edge Data Platforms563.1%98.5%21100%Sep 18, 2026
Industrial SCADA & HMI Platforms578.5%98.6%18100%Sep 18, 2026
Integration & API Management552.7%97.8%15100%Sep 15, 2026
IT Asset Management (ITAM)453.1%98.6%10100%Sep 18, 2026
IT Service Management1153.3%97.6%32100%Oct 7, 2026
IVF & Fertility Clinic Systems563.3%99.3%17100%Sep 21, 2026
Laboratory Information Management Systems (LIMS)576.9%98.5%20100%Sep 18, 2026
Low-Code & BPM Platforms250%98.9%4100%Sep 14, 2026
Manufacturing Advanced Planning & Scheduling (APS)567.7%98.3%24100%Sep 18, 2026
Manufacturing Execution Systems & MOM570.8%98.6%18100%Sep 18, 2026
Manufacturing Quality Management & eQMS571.4%98.4%26100%Sep 18, 2026
Marine Planned Maintenance & Technical Management Systems573.8%98.6%20100%Sep 18, 2026
Mining Operations & Mine Planning Software713.5%99.2%22100%Oct 7, 2026
MLOps & Machine Learning Platforms553.3%98.8%13100%Sep 18, 2026
Network Monitoring562.5%98.6%17100%Sep 15, 2026
Observability & APM562.5%98.4%21100%Sep 15, 2026
Oncology Information & Practice Systems543.3%99.4%12100%Sep 21, 2026
Ophthalmology Practice & Clinical Systems558.9%99.3%15100%Sep 21, 2026
OT / ICS Cybersecurity & Asset Visibility Platforms575.4%98.6%29100%Sep 19, 2026
PACS, RIS & Enterprise Imaging560.8%99%52100%Sep 22, 2026
Port Community Systems (PCS)558.6%98.3%12100%Sep 18, 2026
Privileged Access Management550%98.4%8100%Sep 17, 2026
Project Management1339%98%31100%Sep 14, 2026
Rehabilitation & Therapy Practice Management Software566.7%99.4%16100%Sep 21, 2026
RPA & Intelligent Automation450%96.7%9100%Sep 15, 2026
Shipping Agency & Port Call Management Software762.3%99.4%39100%Sep 30, 2026
SIEM & Security Operations658.3%98.6%11100%Sep 17, 2026
Terminal Operating Systems (TOS)745.1%97.4%68100%Sep 20, 2026
Terminal Truck Appointment & Gate Management747.6%91.2%21100%Oct 27, 2026
Transportation Management Systems557.5%98%15100%Sep 15, 2026
Unified Endpoint Management (UEM)462.5%98.8%9100%Sep 18, 2026
Vulnerability Management562.2%98.2%9100%Sep 15, 2026
Warehouse Execution & Control Systems567.7%98.4%16100%Sep 18, 2026
Warehouse Management Systems262.5%98.9%3100%Sep 14, 2026
Workforce Rostering & Shift Scheduling Software659.8%98.4%39100%Sep 20, 2026
Yard Management & Dock Scheduling Systems569.2%98.4%15100%Sep 18, 2026

Specialist research paths

Use the benchmark to understand TechSelectAI's evidence coverage, then continue into specialist category and research pages for buyer-level requirements. These links do not rank categories or vendors; they connect the dataset to deeper evidence models.

Terminal Operating SystemsSpecialist TOS research framework with vessel, yard, gate, equipment, automation and integration criteria.
Industrial Historians & OT DataCompare historian and OT data-platform evidence across connectivity, storage, contextualization, analytics and deployment.
Control of WorkReview permit-to-work, risk/JSA, isolation and LOTO, SIMOPS, mobile execution and audit evidence.
Corporate Digital IdentityReview identity lifecycle, verification, administration and integration evidence for corporate digital identity platforms.

Methodology, definitions and reproducibility

This benchmark is generated from TechSelectAI's own active software catalog, base-product capability-evidence rows and evidence-source records. Third-party marketplace ratings are not copied into the benchmark.

Known capability coverage
known capability rows ÷ all recorded base-product capability rows × 100
Known rows exclude statuses unknown and not yet verified. Those states are research gaps, not evidence of missing functionality.
Verified-source share
verified evidence-source records ÷ all evidence-source records × 100
Average known-fact confidence
mean confidence score for capability rows whose status is known
Confidence measures the recorded evidence strength/freshness for a fact; it is not a product-quality score.

Scope: 407 active products across 73 represented categories and 1491 evidence-source records. Edition-specific capability rows are excluded from the coverage denominator; the benchmark uses base-product capability records where edition_id IS NULL.

Freshness: the dataset's source-data date is the latest recorded product review, capability verification or evidence-source check across active products. Each category row also exposes its latest recorded activity date.

Limitations: category taxonomies differ in depth, and a higher coverage percentage means TechSelectAI has established more known statuses in that category—not that products in that category are better. Evidence-source counts also do not prove a particular capability unless a source is linked to that capability claim.

Suggested citation: TechSelectAI, “Software Evidence Coverage Benchmark,” snapshot 2026-11-09, methodology research-v1.0, https://techselectai.com/research/software-evidence-benchmark.

Dataset license

Copyright © TechSelectAI. You may cite and link to this benchmark with attribution to TechSelectAI. Reproduction or redistribution of the dataset requires permission from TechSelectAI unless otherwise permitted by applicable law.