Skip to content
Singulariki

Information retrieval or search software

Technology category · O*NET

Information retrieval or search software is a technology category in the O*NET database. Across U.S. occupations, 140 report using software or tools in this category. The named products below are the specific examples O*NET records for those jobs. The occupations that use it sit, on average, at the 63rd percentile of AI task-exposure ( moderate) — how much that work overlaps with what AI can do, not a sign the tool is being replaced. See where every tool category sits.

A Hot tag marks technologies O*NET sees frequently in employer job postings; In demand marks tools an occupation specifically requires.

Example software & tools

Ranked by how many occupations list each product. Each number is an occupation count — a job is counted once per product — so the product rows overlap and do not sum to the category total.

Software / tool Occupations Tags
LexisNexis 57
DOC Cop 38
iParadigms Turnitin 38
Thomson Reuters Westlaw 8 In demand
Pinterest 5
Apache Avro 4
CGI-AMS BureauLink Enterprise 3
Information systems integration software 3
Medical reference software 3
Technical manual database software 3
Thomson Reuters Westlaw Edge 3
AeroPlanner 2
Coding database software 2
ComBase 2
Computerized aircraft log manager CALM 2
Data validation software 2
Epocrates 2
Factiva 2
Fastcase legal software 2
HyperTox 2
Informed EMS Field Guide 2
Iterum eMedic 2
LexisNexis SmartLinx 2
Medical Wizards ER & ICU ToolBox 2
Medical Wizards ER Suite 2
Medical Wizards Paramedics ToolBox 2
Mosby's Drug Consult 2
Notam Development Group Airport Insight 2
Online database search and retrieval software 2
Online medical databases 2
Online title search and property report software 2
PEPID EMS 2
Palmtree EMS Field Reference Guide 2
Palmtree Pocket EKG 2
Skyscape Rosen and Barkin's 5-Minute Emergency Medicine Consult 2
Skyscape medical software 2
TechOnSoftware HazMatCE Pro 2
TradeTools Financial Market Databases 2
TradeTools Monthly U.S. Economic Database 2
Ward Systems Group NeuroShell Trader 2

Showing the top 40 of 117 products in this category.

Occupations that use Information retrieval or search software

Showing 40 of 140 occupations.

Exposure quadrant: AI task-overlap percentile vs Median pay AI task-overlap (horizontal) versus median pay (vertical), each as a percentile across all scored occupations, for 39 occupations in occupations that use Information retrieval or search software. Overlap measures shared tasks with AI, not automation. Lower overlap · higher pay Higher overlap · higher pay Higher overlap · lower pay Lower overlap · lower pay Cement Masons and Concrete Finishers Carpenters Aircraft Service Attendants Aircraft Mechanics and Service Technicians Automotive Service Technicians and Mechanics Administrative Services Managers Airline Pilots, Copilots, and Flight Engineers Cardiovascular Technologists and Technicians Commercial Pilots Career/Technical Education Teachers, Secondary School Clinical Nurse Specialists Career/Technical Education Teachers, Postsecondary Administrative Law Judges, Adjudicators, and Hearing Officers Biochemists and Biophysicists Compliance Managers Agricultural Sciences Teachers, Postsecondary Climate Change Policy Analysts Claims Adjusters, Examiners, and Investigators Bookkeeping, Accounting, and Auditing Clerks Bill and Account Collectors AI task-overlap percentile → ↑ Median pay
Occupations that use Information retrieval or search software, by AI task-overlap and median pay

How AI is used by roles that use Information retrieval or search software

A software category is not itself "being automated" — but we can look at the roles that report using Information retrieval or search software and ask how those people actually use AI. This rolls the Anthropic Economic Index per-role signal up across those roles, weighted by how much observed AI activity each one has. 70.0% of the 140 roles that use this category carry observed AI-usage data (98 roles).

Across those roles, 62.8% of AI conversations are people working with AI and 33.5% hand a task to AI , with an average autonomy of 3.62 / 5.

Collaboration pattern Share What it means
task iteration 35.2% you and AI go back and forth
directive 31.0% AI does it; you give the instruction
learning 17.4% you ask AI to explain or teach
validation 10.2% you do it; AI checks your work
feedback loop 2.5% AI does it, then adjusts from your feedback

Roles behind this signal

The roles using this category that have the most AEI data. "Works with AI" is the role's share of conversations that augment rather than automate.

Occupation Works with AI Autonomy
English Language and Literature Teachers, Postsecondary 63.2% 4.0/5
Biological Science Teachers, Postsecondary 63.2% 4.0/5
Editors 68.2% 4.0/5
Foreign Language and Literature Teachers, Postsecondary 65.2% 3.0/5
Educational, Guidance, School, and Vocational Counselors 70.6% 4.0/5
Office Clerks, General 36.5% 3.0/5
Recreation and Fitness Studies Teachers, Postsecondary 66.2% 3.3/5
Social Work Teachers, Postsecondary 67.2% 3.5/5
Philosophy and Religion Teachers, Postsecondary 66.8% 3.3/5
Education Teachers, Postsecondary 65.3% 3.5/5
Geography Teachers, Postsecondary 65.7% 3.3/5
Political Science Teachers, Postsecondary 65.7% 3.3/5

Source: Anthropic Economic Index (2026-01-15-v4-plus-2025-03-27-v2) over a sample of Claude.ai Free and Pro conversations — not all AI tools and not the whole workforce. Roles list software categories in O*NET; this does not mean AI is used inside Information retrieval or search software, only that people in those roles use AI. Some conversations are left unclassified, so shares need not sum to 100.

Industries that concentrate this

Where Information retrieval or search software matters most across the economy. Employment reach is the share of an industry's workers in occupations that significantly use Information retrieval or search software (O*NET importance ≥ 3 of 5, or report using the tool category). Concentration compares that reach to the national average industry, so a value above 1× means the requirement is more pervasive here than across the economy as a whole.

Nationally, about 26.5% of workers are in occupations that significantly use Information retrieval or search software (measured across 67 industries).

Sectors with the most such workers

Sector Workers Employment reach
Health Care and Social Assistance 6,322,990 27.4%
Professional, Scientific, and Technical Services 6,186,270 57.4%
Educational Services 3,649,780 26.8%
Finance and Insurance 3,629,170 58.3%
Wholesale Trade 2,526,010 41.8%
Administrative and Support and Waste Management and Remediation Services 2,326,000 25.8%
Retail Trade 2,177,170 14.0%
Manufacturing 2,126,610 16.7%
Construction 1,941,350 23.9%
Management of Companies and Enterprises 1,691,890 60.2%
Information 1,592,260 54.8%
Other Services (except Public Administration) 1,199,450 27.1%

Industries where it is most concentrated

Industry Level Concentration Employment reach
Ambulance Services National industry 3.2× 84.9%
Direct Health and Medical Insurance Carriers National industry 2.65× 70.1%
Research and Development in the Social Sciences and Humanities National industry 2.32× 61.5%
Management of Companies and Enterprises Sector 2.27× 60.2%
Television Broadcasting Stations National industry 2.27× 60.2%
Finance and Insurance Sector 2.2× 58.3%
Professional, Scientific, and Technical Services Sector 2.17× 57.4%
Newspaper Publishers National industry 2.12× 56.1%
Information Sector 2.07× 54.8%
Poured Concrete Foundation and Structure Contractors National industry 1.95× 51.6%
Insurance Agencies and Brokerages National industry 1.82× 48.1%
Labor Unions and Similar Labor Organizations National industry 1.72× 45.6%

Reach is a measure of how widespread a requirement is across an industry's workforce, not how intensively any individual uses it. Sector worker counts come from BLS OEWS employment; the significance threshold and tool use come from O*NET. Industries shown by concentration are filtered to a real worker base so a tiny specialty cannot top the list on rounding.

Sources for this page

Every figure above traces to a named public dataset and the exact release below — not hand-written opinion. See the full methodology for what each measure does and does not mean.

Data compiled June 3, 2026. Figures are estimates, not advice.

Cite this page
Plain

Singulariki. "Information retrieval or search software." Singulariki: a source-backed encyclopedia of work. Built from O*NET 30.3; BLS Occupational Employment and Wage Statistics (OEWS) May 2024; Census NAICS 2022; Anthropic Economic Index v4 (2026-01-15) + v2 (2025-03-27); “GPTs are GPTs” (Eloundou et al.) arXiv 2303.10130; AI Occupational Exposure (AIOE) Felten, Raj & Seamans. Accessed June 7, 2026. https://singulariki.com/tools/information-retrieval-or-search-software

APA

Singulariki. (2026). Information retrieval or search software. Singulariki: a source-backed encyclopedia of work. Retrieved June 7, 2026, from https://singulariki.com/tools/information-retrieval-or-search-software

BibTeX
@misc{singulariki-information-retrieval-or-search-software,
  title  = {Information retrieval or search software},
  author = {{Singulariki}},
  year   = {2026},
  note   = {O*NET 30.3; BLS Occupational Employment and Wage Statistics (OEWS) May 2024; Census NAICS 2022; Anthropic Economic Index v4 (2026-01-15) + v2 (2025-03-27); “GPTs are GPTs” (Eloundou et al.) arXiv 2303.10130; AI Occupational Exposure (AIOE) Felten, Raj & Seamans. Accessed June 7, 2026},
  url    = {https://singulariki.com/tools/information-retrieval-or-search-software}
}

Citations name the underlying public dataset releases — they reflect what this page is built from, not just the URL.