Citations

AI Citation Index

Explore the domains and individual pages explicitly cited by AI systems during structured, category-specific research. Each industry index is built from published consensus studies and reports observed citation frequency and coverage within a defined data snapshot.

Citation Occurrence
One normalized URL cited in one valid AI research response.
Citing Response
One valid response containing at least one citation from the source.
Published Snapshot
A fixed, versioned dataset that is preserved rather than silently overwritten.

Published Citation Indexes

Aging in Place Index

Published Citation Indexes

Home Safety Citation Index

Domains and individual pages cited across 15 published Aging in Place Index studies covering distinct Home Safety buyer needs and 7 AI platforms.

Published studies
15
AI platforms
7
Valid research responses
630
Citation-bearing responses
592
Citation Occurrences
3,057
Unique domains
500
Unique normalized URLs
2,210

Snapshot: August 2026 · Version: HSF-2026-08-V1

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Published Citation Indexes

Medical Alert Systems Citation Index

Domains and individual pages cited across 15 published Aging in Place Index studies covering distinct Medical Alert Systems buyer needs and 7 AI platforms.

Published studies
15
AI platforms
7
Valid research responses
740
Citation-bearing responses
710
Citation Occurrences
3,317
Unique domains
264
Unique normalized URLs
1,511

Snapshot: August 2026 · Version: MAS-2026-08-V1

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Published Citation Indexes

Senior Technology Citation Index

Domains and individual pages cited across 15 published Aging in Place Index studies covering distinct Senior Technology buyer needs and 7 AI platforms.

Published studies
15
AI platforms
7
Valid research responses
686
Citation-bearing responses
650
Citation Occurrences
3,272
Unique domains
571
Unique normalized URLs
2,307

Snapshot: August 2026 · Version: STE-2026-08-V1

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Published Citation Indexes

Stairlifts Citation Index

Domains and individual pages cited across 15 published Aging in Place Index studies covering distinct Stairlifts buyer needs and 7 AI platforms.

Published studies
15
AI platforms
7
Valid research responses
631
Citation-bearing responses
595
Citation Occurrences
2,780
Unique domains
440
Unique normalized URLs
1,467

Snapshot: August 2026 · Version: STL-2026-08-V1

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Published Citation Indexes

Walk-In Tubs Citation Index

Domains and individual pages cited across 15 published Aging in Place Index studies covering distinct Walk-In Tubs buyer needs and 7 AI platforms.

Published studies
15
AI platforms
7
Valid research responses
602
Citation-bearing responses
570
Citation Occurrences
2,629
Unique domains
258
Unique normalized URLs
1,201

Snapshot: August 2026 · Version: WIT-2026-08-V1

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AI Marketing Consensus Index

Domains and individual pages cited across 30 published AI Marketing Consensus Index studies covering distinct AI Citation and Authority Building buyer needs and 7 AI platforms.

Published studies
30
AI platforms
7
Valid research responses
1,546
Citation-bearing responses
1,472
Citation Occurrences
10,096
Unique domains
867
Unique normalized URLs
3,690

Snapshot: September 2026 · Version: CAB-2026-09-V1

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Domains and individual pages cited across 14 published AI Marketing Consensus Index studies covering distinct AI Search and GEO Agencies buyer needs and 7 AI platforms.

Published studies
14
AI platforms
7
Valid research responses
747
Citation-bearing responses
720
Citation Occurrences
4,852
Unique domains
647
Unique normalized URLs
2,296

Snapshot: September 2026 · Version: ASG-2026-09-V1

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Domains and individual pages cited across 30 published AI Marketing Consensus Index studies covering distinct AI Search Audits and Market Intelligence buyer needs and 7 AI platforms.

Published studies
30
AI platforms
7
Valid research responses
1,769
Citation-bearing responses
1,697
Citation Occurrences
11,173
Unique domains
1,068
Unique normalized URLs
4,297

Snapshot: September 2026 · Version: AMI-2026-09-V1

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Domains and individual pages cited across 30 published AI Marketing Consensus Index studies covering distinct AI SEO and Content Optimization Tools buyer needs and 7 AI platforms.

Published studies
30
AI platforms
7
Valid research responses
1,957
Citation-bearing responses
1,819
Citation Occurrences
13,510
Unique domains
1,286
Unique normalized URLs
5,084

Snapshot: September 2026 · Version: SCO-2026-09-V1

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Domains and individual pages cited across 31 published AI Marketing Consensus Index studies covering distinct AI Visibility and LLM Monitoring Platforms buyer needs and 7 AI platforms.

Published studies
31
AI platforms
7
Valid research responses
1,993
Citation-bearing responses
1,892
Citation Occurrences
13,151
Unique domains
878
Unique normalized URLs
4,150

Snapshot: September 2026 · Version: VLM-2026-09-V1

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Business Software Consensus Index

Domains and individual pages cited across 15 published Business Software Consensus Index studies covering distinct Accounting and Financial Management Software buyer needs and 7 AI platforms.

Published studies
15
AI platforms
7
Valid research responses
875
Citation-bearing responses
828
Citation Occurrences
6,523
Unique domains
944
Unique normalized URLs
4,857

Snapshot: October 2026 · Version: October 2026

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Domains and individual pages cited across 15 published Business Software Consensus Index studies covering distinct CRM and Sales Pipeline Software buyer needs and 7 AI platforms.

Published studies
15
AI platforms
7
Valid research responses
891
Citation-bearing responses
841
Citation Occurrences
6,622
Unique domains
1,076
Unique normalized URLs
4,619

Snapshot: October 2026 · Version: October 2026

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Domains and individual pages cited across 15 published Business Software Consensus Index studies covering distinct HR, Payroll, and Workforce Management Software buyer needs and 7 AI platforms.

Published studies
15
AI platforms
7
Valid research responses
961
Citation-bearing responses
911
Citation Occurrences
7,013
Unique domains
699
Unique normalized URLs
4,696

Snapshot: October 2026 · Version: October 2026

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Domains and individual pages cited across 15 published Business Software Consensus Index studies covering distinct Marketing Automation and Email Marketing Software buyer needs and 7 AI platforms.

Published studies
15
AI platforms
7
Valid research responses
943
Citation-bearing responses
882
Citation Occurrences
6,898
Unique domains
1,028
Unique normalized URLs
4,873

Snapshot: October 2026 · Version: October 2026

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Domains and individual pages cited across 15 published Business Software Consensus Index studies covering distinct Project Management and Team Collaboration Software buyer needs and 7 AI platforms.

Published studies
15
AI platforms
7
Valid research responses
906
Citation-bearing responses
859
Citation Occurrences
6,883
Unique domains
905
Unique normalized URLs
4,928

Snapshot: October 2026 · Version: October 2026

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Credit Consensus Index

Domains and individual pages cited across 15 published Credit Consensus Index studies covering distinct Credit Building & Rebuilding buyer needs and 7 AI platforms.

Published studies
15
AI platforms
7
Valid research responses
904
Citation-bearing responses
882
Citation Occurrences
3,147
Unique domains
258
Unique normalized URLs
1,618

Snapshot: September 2026 · Version: CBR-2026-09-V1

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Domains and individual pages cited across 15 published Credit Consensus Index studies covering distinct Credit Monitoring & Scores buyer needs and 7 AI platforms.

Published studies
15
AI platforms
7
Valid research responses
954
Citation-bearing responses
937
Citation Occurrences
3,404
Unique domains
239
Unique normalized URLs
1,497

Snapshot: September 2026 · Version: CMS-2026-09-V1

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Published Citation Indexes

Credit Repair Citation Index

Domains and individual pages cited across 15 published Credit Consensus Index studies covering distinct Credit Repair buyer needs and 7 AI platforms.

Published studies
15
AI platforms
7
Valid research responses
776
Citation-bearing responses
761
Citation Occurrences
2,807
Unique domains
227
Unique normalized URLs
1,058

Snapshot: September 2026 · Version: CRR-2026-09-V1

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Published Citation Indexes

Debt Relief Citation Index

Domains and individual pages cited across 15 published Credit Consensus Index studies covering distinct Debt Relief buyer needs and 7 AI platforms.

Published studies
15
AI platforms
7
Valid research responses
977
Citation-bearing responses
944
Citation Occurrences
3,788
Unique domains
198
Unique normalized URLs
1,421

Snapshot: September 2026 · Version: DBR-2026-09-V1

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Domains and individual pages cited across 15 published Credit Consensus Index studies covering distinct Personal & Debt Consolidation Loans buyer needs and 7 AI platforms.

Published studies
15
AI platforms
7
Valid research responses
1,010
Citation-bearing responses
984
Citation Occurrences
3,572
Unique domains
174
Unique normalized URLs
1,543

Snapshot: September 2026 · Version: PDL-2026-09-V1

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Home Improvement Consensus Index

Published Citation Indexes

Bathroom Remodeling Citation Index

Domains and individual pages cited across 15 published Home Improvement Consensus Index studies covering distinct Bathroom Remodeling buyer needs and 7 AI platforms.

Published studies
15
AI platforms
7
Valid research responses
642
Citation-bearing responses
629
Citation Occurrences
4,156
Unique domains
510
Unique normalized URLs
2,533

Snapshot: October 2026 · Version: October 2026

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Published Citation Indexes

Flooring Installation Citation Index

Domains and individual pages cited across 15 published Home Improvement Consensus Index studies covering distinct Flooring Installation buyer needs and 7 AI platforms.

Published studies
15
AI platforms
7
Valid research responses
857
Citation-bearing responses
823
Citation Occurrences
5,812
Unique domains
693
Unique normalized URLs
3,762

Snapshot: October 2026 · Version: October 2026

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Published Citation Indexes

Kitchen Remodeling Citation Index

Domains and individual pages cited across 15 published Home Improvement Consensus Index studies covering distinct Kitchen Remodeling buyer needs and 7 AI platforms.

Published studies
15
AI platforms
7
Valid research responses
734
Citation-bearing responses
723
Citation Occurrences
4,672
Unique domains
620
Unique normalized URLs
3,013

Snapshot: October 2026 · Version: October 2026

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Domains and individual pages cited across 15 published Home Improvement Consensus Index studies covering distinct Siding and Exterior Renovation buyer needs and 7 AI platforms.

Published studies
15
AI platforms
7
Valid research responses
586
Citation-bearing responses
574
Citation Occurrences
4,066
Unique domains
609
Unique normalized URLs
2,765

Snapshot: October 2026 · Version: October 2026

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Domains and individual pages cited across 15 published Home Improvement Consensus Index studies covering distinct Window and Door Replacement buyer needs and 7 AI platforms.

Published studies
15
AI platforms
7
Valid research responses
887
Citation-bearing responses
847
Citation Occurrences
6,948
Unique domains
927
Unique normalized URLs
4,450

Snapshot: October 2026 · Version: October 2026

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Home Services Consensus Index

Domains and individual pages cited across 15 published Home Services Consensus Index studies covering distinct Home Security and Smart Home Systems buyer needs and 7 AI platforms.

Published studies
15
AI platforms
7
Valid research responses
900
Citation-bearing responses
864
Citation Occurrences
6,270
Unique domains
804
Unique normalized URLs
4,270

Snapshot: October 2026 · Version: October 2026

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Domains and individual pages cited across 15 published Home Services Consensus Index studies covering distinct Home Warranty and Protection Plans buyer needs and 7 AI platforms.

Published studies
15
AI platforms
7
Valid research responses
881
Citation-bearing responses
857
Citation Occurrences
5,808
Unique domains
332
Unique normalized URLs
2,323

Snapshot: October 2026 · Version: October 2026

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Domains and individual pages cited across 15 published Home Services Consensus Index studies covering distinct HVAC Installation and Repair buyer needs and 7 AI platforms.

Published studies
15
AI platforms
7
Valid research responses
717
Citation-bearing responses
700
Citation Occurrences
4,586
Unique domains
669
Unique normalized URLs
3,168

Snapshot: October 2026 · Version: October 2026

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Published Citation Indexes

Roofing Services Citation Index

Domains and individual pages cited across 15 published Home Services Consensus Index studies covering distinct Roofing Services buyer needs and 7 AI platforms.

Published studies
15
AI platforms
7
Valid research responses
781
Citation-bearing responses
758
Citation Occurrences
5,045
Unique domains
749
Unique normalized URLs
3,328

Snapshot: October 2026 · Version: October 2026

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Domains and individual pages cited across 15 published Home Services Consensus Index studies covering distinct Solar Panel Installation and Energy Systems buyer needs and 7 AI platforms.

Published studies
15
AI platforms
7
Valid research responses
809
Citation-bearing responses
777
Citation Occurrences
5,195
Unique domains
711
Unique normalized URLs
3,448

Snapshot: October 2026 · Version: October 2026

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Hosting Consensus Index

Domains and individual pages cited across 15 published Hosting Consensus Index studies covering distinct Ecommerce Hosting and Platforms buyer needs and 7 AI platforms.

Published studies
15
AI platforms
7
Valid research responses
852
Citation-bearing responses
803
Citation Occurrences
6,600
Unique domains
1,085
Unique normalized URLs
4,779

Snapshot: October 2026 · Version: October 2026

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Domains and individual pages cited across 15 published Hosting Consensus Index studies covering distinct Managed WordPress Hosting buyer needs and 7 AI platforms.

Published studies
15
AI platforms
7
Valid research responses
887
Citation-bearing responses
859
Citation Occurrences
5,785
Unique domains
679
Unique normalized URLs
3,331

Snapshot: October 2026 · Version: October 2026

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Domains and individual pages cited across 15 published Hosting Consensus Index studies covering distinct Shared and Small Business Web Hosting buyer needs and 7 AI platforms.

Published studies
15
AI platforms
7
Valid research responses
888
Citation-bearing responses
848
Citation Occurrences
6,364
Unique domains
759
Unique normalized URLs
3,700

Snapshot: October 2026 · Version: October 2026

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Domains and individual pages cited across 15 published Hosting Consensus Index studies covering distinct VPS, Cloud and Dedicated Server Hosting buyer needs and 7 AI platforms.

Published studies
15
AI platforms
7
Valid research responses
871
Citation-bearing responses
834
Citation Occurrences
6,216
Unique domains
778
Unique normalized URLs
4,277

Snapshot: October 2026 · Version: October 2026

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Published Citation Indexes

Website Builders Citation Index

Domains and individual pages cited across 15 published Hosting Consensus Index studies covering distinct Website Builders buyer needs and 7 AI platforms.

Published studies
15
AI platforms
7
Valid research responses
938
Citation-bearing responses
890
Citation Occurrences
6,674
Unique domains
1,270
Unique normalized URLs
4,828

Snapshot: October 2026 · Version: October 2026

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Life Insurance Consensus Index

Published Citation Indexes

Final Expense Insurance Citation Index

Domains and individual pages cited across 20 published Life Insurance Consensus Index studies covering distinct Final Expense Insurance buyer needs and 7 AI platforms.

Published studies
20
AI platforms
7
Valid research responses
1,182
Citation-bearing responses
1,161
Citation Occurrences
7,397
Unique domains
436
Unique normalized URLs
2,173

Snapshot: September 2026 · Version: September 2026

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Domains and individual pages cited across 27 published Life Insurance Consensus Index studies covering distinct Health Conditions & High-Risk Life Insurance buyer needs and 7 AI platforms.

Published studies
27
AI platforms
7
Valid research responses
1,857
Citation-bearing responses
1,721
Citation Occurrences
11,719
Unique domains
654
Unique normalized URLs
4,069

Snapshot: September 2026 · Version: September 2026

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Published Citation Indexes

Term Life Insurance Citation Index

Domains and individual pages cited across 22 published Life Insurance Consensus Index studies covering distinct Term Life Insurance buyer needs and 7 AI platforms.

Published studies
22
AI platforms
7
Valid research responses
1,461
Citation-bearing responses
1,391
Citation Occurrences
9,789
Unique domains
482
Unique normalized URLs
3,334

Snapshot: September 2026 · Version: September 2026

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Domains and individual pages cited across 18 published Life Insurance Consensus Index studies covering distinct Universal and Indexed Universal Life Insurance buyer needs and 7 AI platforms.

Published studies
18
AI platforms
7
Valid research responses
1,132
Citation-bearing responses
1,097
Citation Occurrences
7,865
Unique domains
422
Unique normalized URLs
2,874

Snapshot: September 2026 · Version: September 2026

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Published Citation Indexes

Whole Life Insurance Citation Index

Domains and individual pages cited across 16 published Life Insurance Consensus Index studies covering distinct Whole Life Insurance buyer needs and 7 AI platforms.

Published studies
16
AI platforms
7
Valid research responses
1,046
Citation-bearing responses
989
Citation Occurrences
7,021
Unique domains
399
Unique normalized URLs
2,737

Snapshot: September 2026 · Version: September 2026

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Mortgage Consensus Index

Domains and individual pages cited across 15 published Mortgage Consensus Index studies covering distinct Home Equity Loan and HELOC Lenders buyer needs and 7 AI platforms.

Published studies
15
AI platforms
7
Valid research responses
920
Citation-bearing responses
894
Citation Occurrences
5,003
Unique domains
361
Unique normalized URLs
2,259

Snapshot: September 2026 · Version: October 2026

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Partial dataset

Current dataset: 14 of 15 Home Purchase Mortgage Lenders consensus studies published on Mortgage Consensus Index.

Home Purchase Mortgage Lenders Citation Index

Domains and individual pages cited across 14 published Mortgage Consensus Index studies covering distinct Home Purchase Mortgage Lenders buyer needs and 7 AI platforms.

Published studies
14
AI platforms
7
Valid research responses
889
Citation-bearing responses
858
Citation Occurrences
6,130
Unique domains
493
Unique normalized URLs
3,532

Snapshot: September 2026 · Version: October 2026

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Domains and individual pages cited across 15 published Mortgage Consensus Index studies covering distinct Investment Property and Non-QM Mortgage Lenders buyer needs and 7 AI platforms.

Published studies
15
AI platforms
7
Valid research responses
896
Citation-bearing responses
873
Citation Occurrences
5,502
Unique domains
373
Unique normalized URLs
2,623

Snapshot: September 2026 · Version: October 2026

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Domains and individual pages cited across 15 published Mortgage Consensus Index studies covering distinct Mortgage Refinance Lenders buyer needs and 7 AI platforms.

Published studies
15
AI platforms
7
Valid research responses
882
Citation-bearing responses
848
Citation Occurrences
5,837
Unique domains
394
Unique normalized URLs
3,017

Snapshot: September 2026 · Version: October 2026

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Published Citation Indexes

Reverse Mortgage Lenders Citation Index

Domains and individual pages cited across 15 published Mortgage Consensus Index studies covering distinct Reverse Mortgage Lenders buyer needs and 7 AI platforms.

Published studies
15
AI platforms
7
Valid research responses
855
Citation-bearing responses
821
Citation Occurrences
5,808
Unique domains
395
Unique normalized URLs
2,302

Snapshot: September 2026 · Version: October 2026

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Moving Consensus Index

Domains and individual pages cited across 15 published Moving Consensus Index studies covering distinct Auto Transport and Vehicle Shipping Companies buyer needs and 7 AI platforms.

Published studies
15
AI platforms
7
Valid research responses
947
Citation-bearing responses
919
Citation Occurrences
6,011
Unique domains
383
Unique normalized URLs
2,878

Snapshot: October 2026 · Version: October 2026

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Published Citation Indexes

Local Moving Companies Citation Index

Domains and individual pages cited across 15 published Moving Consensus Index studies covering distinct Local Moving Companies buyer needs and 7 AI platforms.

Published studies
15
AI platforms
7
Valid research responses
918
Citation-bearing responses
893
Citation Occurrences
5,963
Unique domains
428
Unique normalized URLs
3,349

Snapshot: October 2026 · Version: October 2026

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Domains and individual pages cited across 15 published Moving Consensus Index studies covering distinct Long-Distance and Interstate Moving Companies buyer needs and 7 AI platforms.

Published studies
15
AI platforms
7
Valid research responses
957
Citation-bearing responses
915
Citation Occurrences
6,288
Unique domains
492
Unique normalized URLs
3,276

Snapshot: October 2026 · Version: October 2026

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Domains and individual pages cited across 15 published Moving Consensus Index studies covering distinct Moving Container and Portable Storage Companies buyer needs and 7 AI platforms.

Published studies
15
AI platforms
7
Valid research responses
834
Citation-bearing responses
808
Citation Occurrences
5,415
Unique domains
407
Unique normalized URLs
2,583

Snapshot: October 2026 · Version: October 2026

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Domains and individual pages cited across 15 published Moving Consensus Index studies covering distinct Moving Truck Rental Companies buyer needs and 7 AI platforms.

Published studies
15
AI platforms
7
Valid research responses
648
Citation-bearing responses
623
Citation Occurrences
4,219
Unique domains
339
Unique normalized URLs
1,835

Snapshot: October 2026 · Version: October 2026

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How to Interpret the Index

What It Measures

The index measures observed citation frequency, the number of valid AI responses citing a source, and the source’s coverage across studies, platforms, and buyer needs.

What It Does Not Measure

The index does not currently measure factual accuracy, source quality, sentiment, product quality, recommendation support, evidence independence, or causal influence.

Where the Data Comes From

Citation records are collected during published consensus research from Aging in Place Index, AI Marketing Consensus Index, Business Software Consensus Index, Credit Consensus Index, Home Improvement Consensus Index, Home Services Consensus Index, Hosting Consensus Index, Life Insurance Consensus Index, Mortgage Consensus Index, and Moving Consensus Index, then aggregated by LLM Authority Index into category-level domain and URL indexes.

Data Provenance and Independence

Aging in Place Index, AI Marketing Consensus Index, Business Software Consensus Index, Credit Consensus Index, Home Improvement Consensus Index, Home Services Consensus Index, Hosting Consensus Index, Life Insurance Consensus Index, Mortgage Consensus Index, Moving Consensus Index, and LLM Authority Index are affiliated publications. The consensus indexes produce the underlying AI-consensus research, while LLM Authority Index aggregates and analyzes the resulting citation records. Companies cannot purchase inclusion, a higher position, guaranteed citation coverage, or favorable treatment in any of these indexes.

From Citation Frequency to Citation Rating

The current Citation Index is the measurement layer: it records which sources were cited, how frequently they appeared, and how broadly they were distributed across the measured dataset. Citation Rating is a future analytical layer intended to examine additional factors such as cross-platform breadth, recommendation proximity, persistence, source independence, category specificity, and network position. No Citation Rating scores are currently assigned.