Information Technology and Digital Transformation Services AI Visibility Ranking Trends - November 2026
Tracking how AI platforms recommend information technology and digital transformation services ai visibility ranking trends. Updated monthly since April 2026.

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Answer capsule
The November 2026 Information Technology and Digital Transformation Services benchmark compares 9 companies across 528 AI answers that met its inclusion rules. Accenture leads with 420 recommendations (79.55% of answers). At least one tracked company was recommended in 441 answers; some answers recommended several companies.
The rankings distinguish being mentioned from receiving an affirmative recommendation, then examine placement and the wording used about each company. Earlier monthly results show how counts and rates changed, with each month using its own answer total. These results describe the answers reviewed, not product quality or customer satisfaction. Differences between monthly samples limit comparisons and do not establish why a result changed.
For the strategic interpretation of this benchmark, read CiteWorks Studio's analysis of How AI Search Is Recommending Information Technology and Digital Transformation Services
Industry leaderboard
Questions This Section Answers
- How do Information Technology and Digital Transformation Services rank by recorded AI recommendations in November 2026?
Rank | Company | Recommendations | Recommendation rate | Mention rate | Top 3 rate | #1 rate | Net sentiment |
|---|---|---|---|---|---|---|---|
1 | Accenture | 420 | 79.55% | 99.43% | 73.86% | 63.83% | 0.87 |
2 | IBM Consulting | 373 | 70.64% | 86.74% | 49.24% | 2.27% | 0.85 |
3 | Deloitte | 363 | 68.75% | 82.39% | 51.70% | 8.14% | 0.88 |
4 | Capgemini | 319 | 60.42% | 77.46% | 11.74% | 0.00% | 0.83 |
5 | Cognizant | 283 | 53.60% | 66.48% | 12.31% | 0.57% | 0.84 |
6 | CDW UK | 8 | 1.52% | 2.08% | 0.76% | 0.00% | 0.82 |
7 | Academia | 0 | 0.00% | 0.00% | 0.00% | 0.00% | Unavailable |
7 | Appurity | 0 | 0.00% | 0.00% | 0.00% | 0.00% | Unavailable |
7 | DARE Technology | 0 | 0.00% | 0.00% | 0.00% | 0.00% | Unavailable |
The leaderboard orders companies by how many answers recorded an affirmative recommendation, so it measures endorsement volume rather than visibility alone. A company can appear often without being recommended, and placement counts sit inside recommendations rather than beside them. Ties reflect equal recommendation counts, not shared standing on every other measure. Reading mentions, recommendations and placements separately keeps each question distinct.
Key findings
Tracked-company answer coverage
Questions This Section Answers
- How often did the November 2026 Information Technology and Digital Transformation Services answer sample recommend any tracked company?
Answer-level result | Qualified answers | Share of qualified answers |
|---|---|---|
At least one tracked company mentioned | 528 | 100.00% |
At least one tracked company recommended | 441 | 83.52% |
No tracked company recommended | 87 | 16.48% |
Multiple tracked companies recommended | 421 | 79.73% |
441 distinct answers recommended at least one tracked company. Counting each company recommendation separately gives 1766, because an answer can recommend several companies. Answers with no tracked recommendation may still have recommended companies outside this comparison.
Most qualified answers named at least one tracked company, and a large majority recommended one. Because a single answer can endorse several companies, company-level totals exceed the number of answers carrying any recommendation. This overlap means coverage describes how often tracked names appear across answers, not that one company dominated the whole answer set.
Reach and affirmative recommendation
Accenture ranks 1 by recommendation count. Mentions: 525 (99.43%); recommendations: 420 (79.55%). Top 3 placements: 390 (73.86%); first-place placements: 337 (63.83%).
Wording about the company: 455 positive, 70 neutral, 0 negative mentions. The proportion of mentions that also included a recommendation was 80.0%. The net framing score was 0.87 (defined in Methodology).
105 mentions had no recorded recommendation. Of recorded recommendations, 92.86% were Top 3 and 80.24% were first-place.
Mention records that a company appeared; recommendation records affirmative endorsement. Accenture was named in nearly every answer and recommended in most, leaving a minority of mentions without a recommendation. Its placements concentrate near the top of recorded recommendations. The gap between mention and recommendation is the clearest signal that presence and endorsement answer different questions.
Recommendation order and placement
Company | Mentions | Recommendation-to-mention ratio | Top 3 / #1 counts | Positive / neutral / negative mentions |
|---|---|---|---|---|
Accenture | 525 | 80.0% | 390 / 337 | 455 / 70 / 0 |
IBM Consulting | 458 | 81.4% | 260 / 12 | 389 / 69 / 0 |
Deloitte | 435 | 83.4% | 273 / 43 | 384 / 51 / 0 |
Capgemini | 409 | 78.0% | 62 / 0 | 338 / 71 / 0 |
Cognizant | 351 | 80.6% | 65 / 3 | 294 / 57 / 0 |
CDW UK | 11 | 72.7% | 4 / 0 | 9 / 2 / 0 |
Academia | 0 | Unavailable | 0 / 0 | 0 / 0 / 0 |
Appurity | 0 | Unavailable | 0 / 0 | 0 / 0 / 0 |
DARE Technology | 0 | Unavailable | 0 / 0 | 0 / 0 / 0 |
Placement describes where a recommended company sat in the recorded answer order. Top-three and first-place results are nested within recommendations, so they are subsets rather than additional wins. Recommendation-to-mention ratios describe the wording of these answers, not customer conversion. Companies with many recommendations but few first-place results show endorsement breadth without top positioning.
Classified framing in context
Company | Positive | Neutral | Negative |
|---|---|---|---|
Accenture | 455 | 70 | 0 |
IBM Consulting | 389 | 69 | 0 |
Deloitte | 384 | 51 | 0 |
Capgemini | 338 | 71 | 0 |
Cognizant | 294 | 57 | 0 |
CDW UK | 9 | 2 | 0 |
Academia | 0 | 0 | 0 |
Appurity | 0 | 0 | 0 |
DARE Technology | 0 | 0 | 0 |
Framing classifies the wording surrounding each mention as positive, neutral or negative. No tracked company drew negative wording in this sample, and neutral mentions were a minority for the leading firms. Positive framing does not explain why a recommendation occurred, nor does it measure customer sentiment or company quality. It describes how these particular answers phrased their references.
Company results in detail
Accenture
Questions This Section Answers
- What do the November 2026 AI answer results show about Accenture mentions, recommendations and placement?
Accenture ranks 1 by recommendation count. Mentions: 525 (99.43%); recommendations: 420 (79.55%). Top 3 placements: 390 (73.86%); first-place placements: 337 (63.83%).
Wording about the company: 455 positive, 70 neutral, 0 negative mentions. The proportion of mentions that also included a recommendation was 80.0%. The net framing score was 0.87 (defined in Methodology).
105 mentions had no recorded recommendation. Of recorded recommendations, 92.86% were Top 3 and 80.24% were first-place.
From October 2026 to November 2026, Accenture's mention count fell from 567 to 525, while its recommendation count rose from 400 to 420. The recommendation rate was 69.93% and 79.55% respectively.
Accenture leads on recommendation count and appears in almost every answer, with most mentions carrying an endorsement. Its placements cluster heavily in the top three and at first place, so its recommendations tend to arrive early in the recorded order. Framing is overwhelmingly positive with no negative wording. The prior-month comparison shows mentions falling while recommendations rose, a mixed movement rather than a single trend.
IBM Consulting
Questions This Section Answers
- What do the November 2026 AI answer results show about IBM Consulting mentions, recommendations and placement?
IBM Consulting ranks 2 by recommendation count. Mentions: 458 (86.74%); recommendations: 373 (70.64%). Top 3 placements: 260 (49.24%); first-place placements: 12 (2.27%).
Wording about the company: 389 positive, 69 neutral, 0 negative mentions. The proportion of mentions that also included a recommendation was 81.4%. The net framing score was 0.85 (defined in Methodology).
85 mentions had no recorded recommendation. Of recorded recommendations, 69.71% were Top 3 and 3.22% were first-place.
From October 2026 to November 2026, IBM Consulting's mention count rose from 441 to 458, while its recommendation count rose from 336 to 373. The recommendation rate was 58.74% and 70.64% respectively.
IBM Consulting holds second place on recommendation count with broad mention coverage and a high share of mentions carrying endorsement. Its distinctive pattern is placement: many recommendations reach the top three, but very few sit at first place. Framing is largely positive. The prior-month comparison shows both mentions and recommendations rising, though the samples differ and no cause is established.
Deloitte
Questions This Section Answers
- What do the November 2026 AI answer results show about Deloitte mentions, recommendations and placement?
Deloitte ranks 3 by recommendation count. Mentions: 435 (82.39%); recommendations: 363 (68.75%). Top 3 placements: 273 (51.70%); first-place placements: 43 (8.14%).
Wording about the company: 384 positive, 51 neutral, 0 negative mentions. The proportion of mentions that also included a recommendation was 83.4%. The net framing score was 0.88 (defined in Methodology).
72 mentions had no recorded recommendation. Of recorded recommendations, 75.21% were Top 3 and 11.85% were first-place.
From October 2026 to November 2026, Deloitte's mention count fell from 468 to 435, while its recommendation count rose from 328 to 363. The recommendation rate was 57.34% and 68.75% respectively.
Deloitte ranks third on recommendations, with mentions frequently endorsed and framing mostly positive. Its placements are notable for a moderate first-place share alongside a larger top-three presence, giving it more top positioning than several higher-mention peers. The prior-month comparison records mentions falling while recommendations rose; that mixed movement does not establish why either changed.
Capgemini
Questions This Section Answers
- What do the November 2026 AI answer results show about Capgemini mentions, recommendations and placement?
Capgemini ranks 4 by recommendation count. Mentions: 409 (77.46%); recommendations: 319 (60.42%). Top 3 placements: 62 (11.74%); first-place placements: 0 (0.00%).
Wording about the company: 338 positive, 71 neutral, 0 negative mentions. The proportion of mentions that also included a recommendation was 78.0%. The net framing score was 0.83 (defined in Methodology).
90 mentions had no recorded recommendation. Of recorded recommendations, 19.44% were Top 3 and 0.00% were first-place.
From October 2026 to November 2026, Capgemini's mention count rose from 376 to 409, while its recommendation count rose from 273 to 319. The recommendation rate was 47.73% and 60.42% respectively.
Capgemini ranks fourth on recommendation count with solid mention coverage and a recommendation-to-mention ratio close to the leaders. Its placement profile is the outlier among the top five: a modest top-three share and no first-place results at all. Framing remains largely positive. The prior-month comparison shows both mentions and recommendations rising across separate samples.
Cognizant
Questions This Section Answers
- What do the November 2026 AI answer results show about Cognizant mentions, recommendations and placement?
Cognizant ranks 5 by recommendation count. Mentions: 351 (66.48%); recommendations: 283 (53.60%). Top 3 placements: 65 (12.31%); first-place placements: 3 (0.57%).
Wording about the company: 294 positive, 57 neutral, 0 negative mentions. The proportion of mentions that also included a recommendation was 80.6%. The net framing score was 0.84 (defined in Methodology).
68 mentions had no recorded recommendation. Of recorded recommendations, 22.97% were Top 3 and 1.06% were first-place.
From October 2026 to November 2026, Cognizant's mention count rose from 320 to 351, while its recommendation count rose from 235 to 283. The recommendation rate was 41.08% and 53.60% respectively.
Cognizant ranks fifth on recommendations, with mention coverage lower than the firms above it but a recommendation-to-mention ratio in line with theirs. Placements are sparse at the top: a modest top-three share and very few first-place results. Framing is mostly positive. The prior-month comparison records both mentions and recommendations rising, without establishing a cause.
CDW UK
Questions This Section Answers
- What do the November 2026 AI answer results show about CDW UK mentions, recommendations and placement?
CDW UK ranks 6 by recommendation count. Mentions: 11 (2.08%); recommendations: 8 (1.52%). Top 3 placements: 4 (0.76%); first-place placements: 0 (0.00%).
Wording about the company: 9 positive, 2 neutral, 0 negative mentions. The proportion of mentions that also included a recommendation was 72.7%. The net framing score was 0.82 (defined in Methodology).
3 mentions had no recorded recommendation. Of recorded recommendations, 50.00% were Top 3 and 0.00% were first-place.
From October 2026 to November 2026, CDW UK's mention count fell from 18 to 11, while its recommendation count fell from 9 to 8. The recommendation rate was 1.57% and 1.52% respectively.
CDW UK sits far below the leading firms, with a small number of mentions and slightly fewer recommendations. Its recommendation-to-mention ratio is high, but the base is sparse, so that ratio should be read cautiously. Half of its few recommendations reached the top three, with none at first place. The prior-month comparison shows both counts falling across separate samples.
Academia
Questions This Section Answers
- What do the November 2026 AI answer results show about Academia mentions, recommendations and placement?
Academia ranks 7 by recommendation count. Mentions: 0 (0.00%); recommendations: 0 (0.00%). Top 3 placements: 0 (0.00%); first-place placements: 0 (0.00%).
Wording about the company: 0 positive, 0 neutral, 0 negative mentions. The proportion of mentions that also included a recommendation was Unavailable. The net framing score was Unavailable (defined in Methodology).
0 mentions had no recorded recommendation. Of recorded recommendations, Unavailable were Top 3 and Unavailable were first-place.
From October 2026 to November 2026, Academia's mention count stayed at 0, while its recommendation count stayed at 0. The recommendation rate was 0.00% and 0.00% respectively.
Academia recorded no mentions and no recommendations in this sample, so its placement counts are also zero and its ratios are undefined rather than missing. This is a measured result for the answers reviewed, not evidence about the company itself. The prior-month comparison shows the same zero counts, again describing only these samples.
Appurity
Questions This Section Answers
- What do the November 2026 AI answer results show about Appurity mentions, recommendations and placement?
Appurity ranks 7 by recommendation count. Mentions: 0 (0.00%); recommendations: 0 (0.00%). Top 3 placements: 0 (0.00%); first-place placements: 0 (0.00%).
Wording about the company: 0 positive, 0 neutral, 0 negative mentions. The proportion of mentions that also included a recommendation was Unavailable. The net framing score was Unavailable (defined in Methodology).
0 mentions had no recorded recommendation. Of recorded recommendations, Unavailable were Top 3 and Unavailable were first-place.
From October 2026 to November 2026, Appurity's mention count stayed at 0, while its recommendation count stayed at 0. The recommendation rate was 0.00% and 0.00% respectively.
Appurity recorded no mentions and no recommendations in this sample, leaving placement counts at zero and ratios undefined. The absence is a recorded outcome for the reviewed answers, not a judgment about the company or its offerings. The prior-month comparison shows identical zero counts, which describes the samples rather than any trend.
DARE Technology
Questions This Section Answers
- What do the November 2026 AI answer results show about DARE Technology mentions, recommendations and placement?
DARE Technology ranks 7 by recommendation count. Mentions: 0 (0.00%); recommendations: 0 (0.00%). Top 3 placements: 0 (0.00%); first-place placements: 0 (0.00%).
Wording about the company: 0 positive, 0 neutral, 0 negative mentions. The proportion of mentions that also included a recommendation was Unavailable. The net framing score was Unavailable (defined in Methodology).
0 mentions had no recorded recommendation. Of recorded recommendations, Unavailable were Top 3 and Unavailable were first-place.
From October 2026 to November 2026, DARE Technology's mention count stayed at 0, while its recommendation count stayed at 0. The recommendation rate was 0.00% and 0.00% respectively.
DARE Technology recorded no mentions and no recommendations in this sample, so placements are zero and ratios requiring a nonzero base are undefined. This reflects the reviewed answers only and says nothing about the company's actual capabilities. The prior-month comparison shows the same zero counts across separate monthly samples.
Earlier ranking snapshot context
Questions This Section Answers
- How do the available Information Technology and Digital Transformation Services snapshots from July 2026 to November 2026 differ in recommendation coverage and measurement scope?
Company | Jul 2026 | Aug 2026 | Sep 2026 | Oct 2026 | Nov 2026 |
|---|---|---|---|---|---|
Accenture | 253 / 527 (48.01%) | 259 / 576 (44.97%) | 242 / 586 (41.30%) | 400 / 572 (69.93%) | 420 / 528 (79.55%) |
IBM Consulting | 201 / 527 (38.14%) | 226 / 576 (39.24%) | 219 / 586 (37.37%) | 336 / 572 (58.74%) | 373 / 528 (70.64%) |
Deloitte | 211 / 527 (40.04%) | 224 / 576 (38.89%) | 201 / 586 (34.30%) | 328 / 572 (57.34%) | 363 / 528 (68.75%) |
Capgemini | 186 / 527 (35.29%) | 185 / 576 (32.12%) | 178 / 586 (30.38%) | 273 / 572 (47.73%) | 319 / 528 (60.42%) |
Cognizant | 170 / 527 (32.26%) | 140 / 576 (24.31%) | 141 / 586 (24.06%) | 235 / 572 (41.08%) | 283 / 528 (53.60%) |
CDW UK | 1 / 527 (0.19%) | 2 / 576 (0.35%) | 2 / 586 (0.34%) | 9 / 572 (1.57%) | 8 / 528 (1.52%) |
Academia | 0 / 527 (0.00%) | 0 / 576 (0.00%) | 0 / 586 (0.00%) | 0 / 572 (0.00%) | 0 / 528 (0.00%) |
Appurity | 0 / 527 (0.00%) | 0 / 576 (0.00%) | 0 / 586 (0.00%) | 0 / 572 (0.00%) | 0 / 528 (0.00%) |
DARE Technology | 0 / 527 (0.00%) | 0 / 576 (0.00%) | 0 / 586 (0.00%) | 0 / 572 (0.00%) | 0 / 528 (0.00%) |
Company | Jul 2026 rank | Aug 2026 rank | Sep 2026 rank | Oct 2026 rank | Nov 2026 rank |
|---|---|---|---|---|---|
Accenture | 1 | 1 | 1 | 1 | 1 |
IBM Consulting | 3 | 2 | 2 | 2 | 2 |
Deloitte | 2 | 3 | 3 | 3 | 3 |
Capgemini | 4 | 4 | 4 | 4 | 4 |
Cognizant | 5 | 5 | 5 | 5 | 5 |
CDW UK | 6 | 6 | 6 | 6 | 6 |
Academia | 7 | 7 | 7 | 7 | 7 |
Appurity | 7 | 7 | 7 | 7 | 7 |
DARE Technology | 7 | 7 | 7 | 7 | 7 |
Only months with verified results are shown. Monthly sample coverage is listed in Methodology.
Each month is a separate sample of AI answers, with differing answer totals, so counts and rates are not directly interchangeable across columns. A rising rate can accompany a falling count, as with some leading firms here. The rank order has been stable across the shown months, but that stability describes these samples and does not establish equivalent sampling or durable standing.
AI recommendation trend
Observed recommendation rate (%), Jul 2026 to Nov 2026
- Accenture79.5%
- IBM Consulting70.6%
- Deloitte68.8%
- Capgemini60.4%
- Cognizant53.6%
- CDW UK1.5%
- Academia0.0%
- Appurity0.0%
- DARE Technology0.0%
What the November Rankings Show
These measures answer different questions. Mentions show presence in an answer; recommendations show affirmative endorsement; placements show where endorsements sat in the recorded order; framing shows the wording around each reference. A company can be widely mentioned yet less often recommended, or frequently recommended yet rarely placed first. None of these measures establishes customer sentiment, sales, conversion or the reasons behind any recommendation.
Methodology
Questions This Section Answers
- How were the November 2026 Information Technology and Digital Transformation Services AI visibility measures counted, and what do they not establish?
This benchmark has partial coverage: 3 of 3 planned question categories contributed usable observations; 0 contributed none. This describes question-category coverage, not demonstrated platform outages. Findings apply to the available answer set.
The month in the title is the reporting period. The exact dates when the original AI answers were collected have not been verified.
Each company is counted at most once in each answer that meets the benchmark rules. A recommendation requires both an affirmative endorsement and positive wording. Mention, recommendation, Top 3 and first-place rates use the full benchmark answer total. Top 3 and first-place results are included within recommendations, not added to them.
The recommendation-to-mention ratio divides recommendations by mentions. It describes AI answer wording, not customer conversion. Net framing is positive minus negative mentions, divided by all mentions, on a scale from -1 to +1. It does not measure customer satisfaction or company quality.
Market: US; 9 tracked companies. AI services represented: ChatGPT, Copilot, Gemini, Google AI Mode, Google AI Overviews, Perplexity.
Research screening totals (answer observations can include repeated questions):
Screening measure | Count |
|---|---|
Answers included in the benchmark | 528 |
Answers marked relevant during screening | 656 |
Answers marked reserved (screening label) | 128 |
Answers marked irrelevant during screening | 144 |
Captured answer observations | 800 |
Distinct questions | 529 |
Answer observations marked as mentioning a brand | 800 |
The source does not provide a reader-facing definition of “reserved”; that screening label is reported without inferring a reason for exclusion. Only the included benchmark answers form the rate denominator.
One answer can mention or recommend several companies. Adding company totals would therefore count some answers more than once. The results describe the AI answers reviewed, not independently verified facts about the companies or their products.
Monthly sample coverage:
Reporting month | Answers included | AI services covered | Services |
|---|---|---|---|
Jul 2026 | 527 | 6 | ChatGPT, Copilot, Gemini, Google AI Mode, Google AI Overviews, Perplexity |
Aug 2026 | 576 | 6 | ChatGPT, Copilot, Gemini, Google AI Mode, Google AI Overviews, Perplexity |
Sep 2026 | 586 | 6 | ChatGPT, Copilot, Gemini, Google AI Mode, Google AI Overviews, Perplexity |
Oct 2026 | 572 | 6 | ChatGPT, Copilot, Gemini, Google AI Mode, Google AI Overviews, Perplexity |
Nov 2026 | 528 | 6 | ChatGPT, Copilot, Gemini, Google AI Mode, Google AI Overviews, Perplexity |
The answer samples differ between months. These comparisons show how the recorded results changed; they do not establish why they changed.
Coverage is partial: some question categories contributed no usable observations, and the exact collection dates are unverified. Each company counts at most once per answer, and top-three and first-place results are included within recommendations rather than added. Rates use the full benchmark answer total. Net framing is positive minus negative mentions divided by all mentions, and it does not measure customer satisfaction or company quality. Monthly samples differ, so comparisons show recorded change without explaining it.
Archived editions
Browse earlier published research snapshots for this article. The latest edition remains at the current URL.
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