Online Backup in AI Search: The Biggest AI Visibility Problems and How We'd Fix Them

Mark HuntleyBy Mark HuntleyFounder and CEO
21 minutes read

Key Takeaways

  • IDrive and Backblaze lead the category on both mentions and recommendations, making them the default shortlist in most answers.
  • Carbonite and Livedrive are mentioned often but recommended far less often, showing a clear gap between reach and endorsement.
  • Several high-priority conflicts involve pricing and device limits, especially for IDrive, Backblaze and CrashPlan.
  • The recommended next step is to verify disputed facts, then update owned pages and relevant third-party reviews before measuring again.

Companies covered: Zoolz, IDrive, pCloud, Acronis, Backblaze, Carbonite, CrashPlan, Livedrive, SpiderOak, SugarSync

Answer Capsule

The November 2026 Online Backup benchmark compares 10 companies across 594 AI answers that met its inclusion rules. IDrive recorded 569 mentions and 517 recommendations (87.04% of the answers). Being mentioned means appearing in an answer; being recommended means receiving an affirmative endorsement.

We examine each company, compare the available monthly results, and set out a five-step plan for improving the information AI systems can draw on. The work starts with measuring visibility and checking conflicting claims, then moves to company pages, relevant publishers and buyer questions. The cited pages need review before any correction request, and the research does not establish what caused recommendation differences or promise future gains.

Executive industry diagnosis

Questions This Section Answers

  • What does the Online Backup benchmark show about mentions, recommendations and placement?

Rank

Company

Mentions

Mention rate

Recommendations

Recommendation rate

Top 3

Top 3 rate

#1

#1 rate

1

IDrive

569

95.79%

517

87.04%

482

81.14%

287

48.32%

2

Backblaze

531

89.39%

473

79.63%

451

75.93%

152

25.59%

3

Acronis

334

56.23%

307

51.68%

242

40.74%

27

4.55%

4

pCloud

280

47.14%

246

41.41%

159

26.77%

44

7.41%

5

Carbonite

274

46.13%

102

17.17%

49

8.25%

0

0.00%

6

CrashPlan

94

15.82%

85

14.31%

26

4.38%

1

0.17%

7

SpiderOak

36

6.06%

31

5.22%

7

1.18%

0

0.00%

8

Livedrive

219

36.87%

7

1.18%

5

0.84%

0

0.00%

9

SugarSync

0

0.00%

0

0.00%

0

0.00%

0

0.00%

9

Zoolz

0

0.00%

0

0.00%

0

0.00%

0

0.00%

The peer set splits into a strong top tier and a long tail. IDrive and Backblaze appear in nearly every answer and are recommended in most of them, so they occupy the default shortlist position. Acronis and pCloud sit clearly below them but still earn affirmative recommendations at a meaningful rate.

The more instructive pattern is the gap between being named and being endorsed. Carbonite and Livedrive are mentioned often yet recommended far less often, and Livedrive's appearances are overwhelmingly neutral in tone. Being present in an answer is not the same as being put forward as a choice.

For the agency, this argues against treating mention volume as the goal. The first work should separate reach from endorsement for each client, then focus on the companies where the two diverge most sharply.

What changed since last month

Questions This Section Answers

  • What changed across the usable monthly Online Backup snapshots?

Company

Jul 2026

Aug 2026

Sep 2026

Oct 2026

Nov 2026

IDrive

507 / 671 (75.56%)

504 / 665 (75.79%)

525 / 677 (77.55%)

537 / 665 (80.75%)

517 / 594 (87.04%)

Backblaze

492 / 671 (73.32%)

479 / 665 (72.03%)

478 / 677 (70.61%)

464 / 665 (69.77%)

473 / 594 (79.63%)

Acronis

324 / 671 (48.29%)

320 / 665 (48.12%)

291 / 677 (42.98%)

263 / 665 (39.55%)

307 / 594 (51.68%)

pCloud

200 / 671 (29.81%)

178 / 665 (26.77%)

187 / 677 (27.62%)

237 / 665 (35.64%)

246 / 594 (41.41%)

Carbonite

192 / 671 (28.61%)

181 / 665 (27.22%)

168 / 677 (24.82%)

119 / 665 (17.89%)

102 / 594 (17.17%)

CrashPlan

102 / 671 (15.20%)

65 / 665 (9.77%)

67 / 677 (9.90%)

52 / 665 (7.82%)

85 / 594 (14.31%)

SpiderOak

74 / 671 (11.03%)

48 / 665 (7.22%)

28 / 677 (4.14%)

18 / 665 (2.71%)

31 / 594 (5.22%)

Livedrive

18 / 671 (2.68%)

10 / 665 (1.50%)

11 / 677 (1.62%)

3 / 665 (0.45%)

7 / 594 (1.18%)

SugarSync

0 / 671 (0.00%)

0 / 665 (0.00%)

0 / 677 (0.00%)

0 / 665 (0.00%)

0 / 594 (0.00%)

Zoolz

0 / 671 (0.00%)

0 / 665 (0.00%)

0 / 677 (0.00%)

0 / 665 (0.00%)

0 / 594 (0.00%)

The monthly samples are separate selections, so the movement between them should be read as recorded change rather than like-for-like performance. The November sample is smaller than the earlier months, and the answer totals differ across the period.

Within that limit, several companies moved noticeably. Carbonite's appearances rose while its recommendations eased, and Livedrive's appearances jumped sharply from a very low base. IDrive and Backblaze remained at the top throughout.

These shifts are worth tracking, but they do not show why any count or rate moved. The agency should document the sample conditions alongside each snapshot so future comparisons are honest about what changed.

AI recommendation trend

Observed recommendation rate (%), Jul 2026 to Nov 2026

0%25%50%75%100%Jul 2026Aug 2026Sep 2026Oct 2026Nov 2026Jul 2026: 75.56%Aug 2026: 75.79%Sep 2026: 77.55%Oct 2026: 80.75%Nov 2026: 87.04%Jul 2026: 73.32%Aug 2026: 72.03%Sep 2026: 70.61%Oct 2026: 69.77%Nov 2026: 79.63%Jul 2026: 48.29%Aug 2026: 48.12%Sep 2026: 42.98%Oct 2026: 39.55%Nov 2026: 51.68%Jul 2026: 29.81%Aug 2026: 26.77%Sep 2026: 27.62%Oct 2026: 35.64%Nov 2026: 41.41%Jul 2026: 28.61%Aug 2026: 27.22%Sep 2026: 24.82%Oct 2026: 17.89%Nov 2026: 17.17%Jul 2026: 15.20%Aug 2026: 9.77%Sep 2026: 9.90%Oct 2026: 7.82%Nov 2026: 14.31%Jul 2026: 11.03%Aug 2026: 7.22%Sep 2026: 4.14%Oct 2026: 2.71%Nov 2026: 5.22%Jul 2026: 2.68%Aug 2026: 1.50%Sep 2026: 1.62%Oct 2026: 0.45%Nov 2026: 1.18%Jul 2026: 0.00%Aug 2026: 0.00%Sep 2026: 0.00%Oct 2026: 0.00%Nov 2026: 0.00%Jul 2026: 0.00%Aug 2026: 0.00%Sep 2026: 0.00%Oct 2026: 0.00%Nov 2026: 0.00%
  • IDrive87.04%
  • Backblaze79.63%
  • Acronis51.68%
  • pCloud41.41%
  • Carbonite17.17%
  • CrashPlan14.31%
  • SpiderOak5.22%
  • Livedrive1.18%
  • SugarSync0.00%
  • Zoolz0.00%

Separate selected monthly samples. Missing points are unavailable, not zero. Provider/prompt equivalence is unverified; rate movement does not demonstrate causation.

Company-by-company findings

Zoolz

Questions This Section Answers

  • What measured visibility pattern and review priority does Zoolz have in Online Backup?

Zoolz recorded 0 mentions (0.00%) and 0 recommendations (0.00%) across 594 answers included in the benchmark. Top 3 placements numbered 0; first-place recommendations numbered 0. Framing among its mentions was 0 positive, 0 neutral and 0 negative.

From October 2026 to November 2026, Zoolz's mention count fell from 1 to 0, while its recommendation count stayed at 0. The recommendation rate was 0.00% and 0.00% respectively.

AI answers contained 0 conflicting claims about Zoolz: 0 critical, 0 high, 0 medium, 0 low. Of these, 0 were rated critical or high priority; the critical claims are included in that total. These ratings help prioritize fact-checking. They do not establish that a company or publisher made an error.

No results are available for this part of the analysis.

Both columns quote AI answers, not verified company facts. Resolve the entity, date and source before deciding whether a correction is warranted; different dates can explain an apparent conflict.

No results are available for this part of the analysis.

These are recorded answer observations, not search volume, verified demand, or proof of missing website content.

Zoolz has no recorded presence in the benchmark, so there is nothing to explain about its recommendation rate yet. The absence may reflect the questions asked, the sample, or genuine low visibility, and the evidence cannot distinguish these.

Before setting any target, the agency would confirm the company is correctly identified in the research and check whether it appears under related names. A conditional review of its owned pages and any relevant third-party listings would follow only if the entity match is clear.

IDrive

Questions This Section Answers

  • What measured visibility pattern and review priority does IDrive have in Online Backup?

IDrive recorded 569 mentions (95.79%) and 517 recommendations (87.04%) across 594 answers included in the benchmark. Top 3 placements numbered 482; first-place recommendations numbered 287. Framing among its mentions was 527 positive, 42 neutral and 0 negative.

From October 2026 to November 2026, IDrive's mention count fell from 620 to 569, while its recommendation count fell from 537 to 517. The recommendation rate was 80.75% and 87.04% respectively.

AI answers contained 23 conflicting claims about IDrive: 0 critical, 12 high, 11 medium, 0 low. Of these, 12 were rated critical or high priority; the critical claims are included in that total. These ratings help prioritize fact-checking. They do not establish that a company or publisher made an error.

Review topic

Severity

Recorded AI claim A

Recorded AI claim B

device limit per account

medium

unlimited devices per account

multiple devices (not stated as unlimited)

entry-level paid plan price

high

~$3 per year

$6.99/month (5TB first year)

Both columns quote AI answers, not verified company facts. Resolve the entity, date and source before deciding whether a correction is warranted; different dates can explain an apparent conflict.

Question observed in the research

Benchmark answers to this question

Company mentions

Company recommendations

What are the best cloud backup services?

6

6

6

What is the best backup cloud storage?

6

6

6

These are recorded answer observations, not search volume, verified demand, or proof of missing website content.

Selected owned-page review candidate: https://idrive.com/.

Selected third-party review candidate: https://zapier.com/blog/best-cloud-storage-apps/.

IDrive leads the peer set on both reach and endorsement, and its answers are almost entirely positive in tone. The main risk is not visibility but accuracy: the recorded conflicts touch device limits and entry-level pricing, which are exactly the facts buyers rely on when comparing plans.

The agency would verify those claims against current primary sources before proposing any correction, then prepare a page brief for the owned site and a fact-check note for the third-party review candidate.

pCloud

Questions This Section Answers

  • What measured visibility pattern and review priority does pCloud have in Online Backup?

pCloud recorded 280 mentions (47.14%) and 246 recommendations (41.41%) across 594 answers included in the benchmark. Top 3 placements numbered 159; first-place recommendations numbered 44. Framing among its mentions was 256 positive, 24 neutral and 0 negative.

From October 2026 to November 2026, pCloud's mention count rose from 274 to 280, while its recommendation count rose from 237 to 246. The recommendation rate was 35.64% and 41.41% respectively.

AI answers contained 5 conflicting claims about pCloud: 0 critical, 2 high, 3 medium, 0 low. Of these, 2 were rated critical or high priority; the critical claims are included in that total. These ratings help prioritize fact-checking. They do not establish that a company or publisher made an error.

Review topic

Severity

Recorded AI claim A

Recorded AI claim B

2TB lifetime plan price

medium

$399 for 2TB lifetime

$499 for 2TB lifetime

lifetime plan price

medium

~$199–$399 for 500GB–2TB lifetime

$499 lifetime

Both columns quote AI answers, not verified company facts. Resolve the entity, date and source before deciding whether a correction is warranted; different dates can explain an apparent conflict.

Question observed in the research

Benchmark answers to this question

Company mentions

Company recommendations

Which is the cheapest cloud storage?

6

6

5

What are the best online backup services?

5

4

4

These are recorded answer observations, not search volume, verified demand, or proof of missing website content.

Selected owned-page review candidate: https://pcloud.com/.

Selected third-party review candidate: https://gizmodo.com/best-cloud-storage/cheap.

pCloud earns recommendations at a solid rate and its answers are largely positive, but it trails the two leaders on both reach and placement. The recorded conflicts concern lifetime plan pricing, a topic where buyers are sensitive and where stale figures can mislead.

The agency would confirm current pricing from primary sources, then brief the owned page and the selected third-party review so both reflect verified figures. Any correction request would wait until the facts are confirmed.

Acronis

Questions This Section Answers

  • What measured visibility pattern and review priority does Acronis have in Online Backup?

Acronis recorded 334 mentions (56.23%) and 307 recommendations (51.68%) across 594 answers included in the benchmark. Top 3 placements numbered 242; first-place recommendations numbered 27. Framing among its mentions was 312 positive, 22 neutral and 0 negative.

From October 2026 to November 2026, Acronis' mention count rose from 306 to 334, while its recommendation count rose from 263 to 307. The recommendation rate was 39.55% and 51.68% respectively.

AI answers contained 1 conflicting claim about Acronis: 0 critical, 0 high, 1 medium, 0 low. Of these, 0 were rated critical or high priority; the critical claims are included in that total. These ratings help prioritize fact-checking. They do not establish that a company or publisher made an error.

Review topic

Severity

Recorded AI claim A

Recorded AI claim B

annual subscription price

medium

~$50/year

$69.99/year

Both columns quote AI answers, not verified company facts. Resolve the entity, date and source before deciding whether a correction is warranted; different dates can explain an apparent conflict.

Question observed in the research

Benchmark answers to this question

Company mentions

Company recommendations

What is the best data backup service?

6

6

5

What is the best backup software?

5

5

5

These are recorded answer observations, not search volume, verified demand, or proof of missing website content.

Selected owned-page review candidate: https://acronis.com/en/solutions/cloud-backup/.

Selected third-party review candidate: https://pcworld.com/article/407149/online-cloud-backup-services-carbonite-idrive-backblaze-livedrive.html.

Acronis is recommended in roughly half of the answers and appears in a similar share, so its reach and endorsement are closely aligned. Its first-place placements are comparatively few, meaning it is often endorsed as one option rather than named as the leading choice.

The single recorded conflict concerns annual subscription pricing. The agency would verify that figure, brief the owned cloud backup page, and review the third-party source before deciding whether any request is warranted.

Backblaze

Questions This Section Answers

  • What measured visibility pattern and review priority does Backblaze have in Online Backup?

Backblaze recorded 531 mentions (89.39%) and 473 recommendations (79.63%) across 594 answers included in the benchmark. Top 3 placements numbered 451; first-place recommendations numbered 152. Framing among its mentions was 484 positive, 47 neutral and 0 negative.

From October 2026 to November 2026, Backblaze's mention count fell from 556 to 531, while its recommendation count rose from 464 to 473. The recommendation rate was 69.77% and 79.63% respectively.

AI answers contained 30 conflicting claims about Backblaze: 0 critical, 13 high, 14 medium, 3 low. Of these, 13 were rated critical or high priority; the critical claims are included in that total. These ratings help prioritize fact-checking. They do not establish that a company or publisher made an error.

Review topic

Severity

Recorded AI claim A

Recorded AI claim B

annual price for unlimited single-computer backup

medium

~$99/year

$6.67/month (~$80/year)

device/computer count covered

high

unlimited number of computers/devices in one account

single computer only

Both columns quote AI answers, not verified company facts. Resolve the entity, date and source before deciding whether a correction is warranted; different dates can explain an apparent conflict.

Question observed in the research

Benchmark answers to this question

Company mentions

Company recommendations

What are the best cloud backup services?

6

6

6

What is the best backup cloud storage?

6

6

6

These are recorded answer observations, not search volume, verified demand, or proof of missing website content.

Selected owned-page review candidate: https://backblaze.com/.

Selected third-party review candidate: https://pcworld.com/article/407149/online-cloud-backup-services-carbonite-idrive-backblaze-livedrive.html.

Backblaze combines very high reach with strong endorsement, placing it firmly in the default consideration set. Its recorded conflicts are the most numerous in the peer set and include a high-severity disagreement over how many devices an account covers, alongside annual pricing.

Because device coverage shapes which plan a buyer needs, the agency would prioritize verifying that claim first, then brief the owned page and the third-party review candidate. Corrections would follow only confirmed primary-source evidence.

Carbonite

Questions This Section Answers

  • What measured visibility pattern and review priority does Carbonite have in Online Backup?

Carbonite recorded 274 mentions (46.13%) and 102 recommendations (17.17%) across 594 answers included in the benchmark. Top 3 placements numbered 49; first-place recommendations numbered 0. Framing among its mentions was 103 positive, 171 neutral and 0 negative.

From October 2026 to November 2026, Carbonite's mention count rose from 175 to 274, while its recommendation count fell from 119 to 102. The recommendation rate was 17.89% and 17.17% respectively.

AI answers contained 3 conflicting claims about Carbonite: 0 critical, 0 high, 3 medium, 0 low. Of these, 0 were rated critical or high priority; the critical claims are included in that total. These ratings help prioritize fact-checking. They do not establish that a company or publisher made an error.

Review topic

Severity

Recorded AI claim A

Recorded AI claim B

entry-level annual price

medium

$76.79/year (Basic)

$71.99/year

mobile app availability

medium

mobile apps exist but are limited

no mobile apps

Both columns quote AI answers, not verified company facts. Resolve the entity, date and source before deciding whether a correction is warranted; different dates can explain an apparent conflict.

Question observed in the research

Benchmark answers to this question

Company mentions

Company recommendations

What are the best cloud backup services?

6

3

2

What is the best cloud backup solution?

6

3

2

These are recorded answer observations, not search volume, verified demand, or proof of missing website content.

Selected owned-page review candidate: https://carbonite.com/.

Selected third-party review candidate: https://pcworld.com/article/407149/online-cloud-backup-services-carbonite-idrive-backblaze-livedrive.html.

Carbonite is named often but endorsed far less, and most of its appearances are neutral in tone. That gap between reach and recommendation is the central issue, not overall visibility. Its first-place placements are absent entirely.

The recorded conflicts concern entry-level pricing and mobile app availability. The agency would verify both, brief the owned site, and examine the third-party review to understand how the product is described before proposing any change.

CrashPlan

Questions This Section Answers

  • What measured visibility pattern and review priority does CrashPlan have in Online Backup?

CrashPlan recorded 94 mentions (15.82%) and 85 recommendations (14.31%) across 594 answers included in the benchmark. Top 3 placements numbered 26; first-place recommendations numbered 1. Framing among its mentions was 87 positive, 7 neutral and 0 negative.

From October 2026 to November 2026, CrashPlan's mention count rose from 69 to 94, while its recommendation count rose from 52 to 85. The recommendation rate was 7.82% and 14.31% respectively.

AI answers contained 1 conflicting claim about CrashPlan: 0 critical, 1 high, 0 medium, 0 low. Of these, 1 was rated critical or high priority; the critical claims are included in that total. These ratings help prioritize fact-checking. They do not establish that a company or publisher made an error.

Review topic

Severity

Recorded AI claim A

Recorded AI claim B

per-user monthly price

high

~$8-$10 per month per computer

~$88 per user per month

Both columns quote AI answers, not verified company facts. Resolve the entity, date and source before deciding whether a correction is warranted; different dates can explain an apparent conflict.

Question observed in the research

Benchmark answers to this question

Company mentions

Company recommendations

What is the best data backup service?

6

3

3

What is the best online backup program?

5

3

2

These are recorded answer observations, not search volume, verified demand, or proof of missing website content.

Selected owned-page review candidate: https://smb.crashplan.com/smb-pricing/.

Selected third-party review candidate: https://cloudbackupguide.com/crashplan-review/.

CrashPlan's recommendations are close to its mentions, so when it appears it is usually endorsed. Its overall reach remains modest, and first-place placements are rare. The recorded conflict is high severity and concerns per-user monthly pricing, with the two claims far apart.

That kind of discrepancy can distort a buyer's cost comparison, so the agency would verify current pricing from primary sources first, then brief the owned pricing page and the third-party review.

Livedrive

Questions This Section Answers

  • What measured visibility pattern and review priority does Livedrive have in Online Backup?

Livedrive recorded 219 mentions (36.87%) and 7 recommendations (1.18%) across 594 answers included in the benchmark. Top 3 placements numbered 5; first-place recommendations numbered 0. Framing among its mentions was 7 positive, 212 neutral and 0 negative.

From October 2026 to November 2026, Livedrive's mention count rose from 6 to 219, while its recommendation count rose from 3 to 7. The recommendation rate was 0.45% and 1.18% respectively.

AI answers contained 0 conflicting claims about Livedrive: 0 critical, 0 high, 0 medium, 0 low. Of these, 0 were rated critical or high priority; the critical claims are included in that total. These ratings help prioritize fact-checking. They do not establish that a company or publisher made an error.

No results are available for this part of the analysis.

Both columns quote AI answers, not verified company facts. Resolve the entity, date and source before deciding whether a correction is warranted; different dates can explain an apparent conflict.

Question observed in the research

Benchmark answers to this question

Company mentions

Company recommendations

What is the best computer backup service?

6

5

1

What is the best backup cloud?

5

4

1

These are recorded answer observations, not search volume, verified demand, or proof of missing website content.

Selected third-party review candidate: https://pcworld.com/article/407149/online-cloud-backup-services-carbonite-idrive-backblaze-livedrive.html.

Livedrive is named frequently but almost never endorsed, and its appearances are overwhelmingly neutral. The gap between being mentioned and being recommended is the widest in the peer set, and no first-place placements were recorded.

The evidence does not show why this gap exists, and the agency should not assume a cause. A sensible first step is a page brief for the owned site and a careful read of the third-party review to see how the product is characterized, with any request grounded in verified facts.

SpiderOak

Questions This Section Answers

  • What measured visibility pattern and review priority does SpiderOak have in Online Backup?

SpiderOak recorded 36 mentions (6.06%) and 31 recommendations (5.22%) across 594 answers included in the benchmark. Top 3 placements numbered 7; first-place recommendations numbered 0. Framing among its mentions was 31 positive, 5 neutral and 0 negative.

From October 2026 to November 2026, SpiderOak's mention count rose from 20 to 36, while its recommendation count rose from 18 to 31. The recommendation rate was 2.71% and 5.22% respectively.

AI answers contained 0 conflicting claims about SpiderOak: 0 critical, 0 high, 0 medium, 0 low. Of these, 0 were rated critical or high priority; the critical claims are included in that total. These ratings help prioritize fact-checking. They do not establish that a company or publisher made an error.

No results are available for this part of the analysis.

Both columns quote AI answers, not verified company facts. Resolve the entity, date and source before deciding whether a correction is warranted; different dates can explain an apparent conflict.

Question observed in the research

Benchmark answers to this question

Company mentions

Company recommendations

What is the best cloud backup solution?

6

2

2

What are the best backup solutions?

4

1

1

These are recorded answer observations, not search volume, verified demand, or proof of missing website content.

Selected third-party review candidate: https://stacksocial.com/sales/spideroak-one-2tb-cloud-storage-1-yr-subscription.

SpiderOak appears in a small share of answers but is usually endorsed when it does, and its tone is positive. First-place placements are absent, so it functions as a secondary option rather than a leading pick. No conflicting claims were recorded.

With no factual disputes to resolve, the agency's work would focus on the third-party listing and on buyer-question content that gives the product a clearer reason to be named as a first choice.

SugarSync

Questions This Section Answers

  • What measured visibility pattern and review priority does SugarSync have in Online Backup?

SugarSync recorded 0 mentions (0.00%) and 0 recommendations (0.00%) across 594 answers included in the benchmark. Top 3 placements numbered 0; first-place recommendations numbered 0. Framing among its mentions was 0 positive, 0 neutral and 0 negative.

From October 2026 to November 2026, SugarSync's mention count stayed at 0, while its recommendation count stayed at 0. The recommendation rate was 0.00% and 0.00% respectively.

AI answers contained 0 conflicting claims about SugarSync: 0 critical, 0 high, 0 medium, 0 low. Of these, 0 were rated critical or high priority; the critical claims are included in that total. These ratings help prioritize fact-checking. They do not establish that a company or publisher made an error.

No results are available for this part of the analysis.

Both columns quote AI answers, not verified company facts. Resolve the entity, date and source before deciding whether a correction is warranted; different dates can explain an apparent conflict.

No results are available for this part of the analysis.

These are recorded answer observations, not search volume, verified demand, or proof of missing website content.

SugarSync has no recorded presence in the benchmark, so there is no recommendation pattern to interpret. As with any absent company, the evidence cannot say whether this reflects the questions, the sample, or genuine low visibility.

The agency would first confirm the company is correctly identified and check for related naming before drawing conclusions. Only then would a review of owned pages and relevant third-party sources make sense.

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The CiteWorks five-step improvement plan

Step 1. Establish the baseline

Questions This Section Answers

  • What should the agency deliver when it works to establish the baseline for Online Backup?

The first task is a scorecard that records each company's mentions, recommendations and placements as separate measures, with the sample conditions noted beside them. This gives the client a traceable baseline rather than a single headline number.

The scorecard should also record how future months will be compared, so that changes in sample size or question mix are visible rather than hidden. No performance target should be set until this baseline is agreed.

Step 2. Verify disputed facts

Questions This Section Answers

  • What should the agency deliver when it works to verify disputed facts for Online Backup?

AI answers contained 63 conflicting claims across 6 companies. Another 0 possible conflicts were excluded because their company matches were uncertain. The conflicting claims need fact-checking before any corrections are proposed.

The recorded conflicts need checking against current primary sources before anything is proposed. Each disputed claim should be logged with the company, the topic, the competing versions and the evidence required to settle it.

Where the company match is uncertain, the item stays out of the correction queue. The output is a register of confirmed, unresolved and no-change items, not a set of correction requests.

Step 3. Review owned pages

Questions This Section Answers

  • What should the agency deliver when it works to review owned pages for Online Backup?

Each supplied owned-page candidate should receive a brief describing what the page needs to state clearly, based on verified facts rather than the AI claims. The brief should note which disputed topics the page can settle and which need separate confirmation.

Edits are proposed only after the facts are checked. The brief is a plan for the client's team, not a record of changes already made.

Step 4. Review third-party sources

Questions This Section Answers

  • What should the agency deliver when it works to review third-party sources for Online Backup?

For the third-party sources, the agency would first read the current page and confirm what it actually says. Only then can a request be justified, and only where a verified inaccuracy exists.

Requests should be evidence-backed, specific and courteous, with confirmed edits, no-change decisions and responses recorded separately. A citation in an answer does not by itself show that a source influenced the wording.

Step 5. Address buyer questions and measure again

Questions This Section Answers

  • What should the agency deliver when it works to address buyer questions and measure again for Online Backup?

The observed buyer questions give a natural starting point for content briefs that answer common comparisons directly. These briefs should be built from verified product facts and should address the topics where recorded conflicts are most consequential.

A fresh scorecard after the work is delivered will show whether anything moved, reported alongside the comparability limits. Completed work and measured outcomes should be tracked separately, with no claim of guaranteed gain.

Third-party authority and citation opportunities

Questions This Section Answers

  • Which cited publisher pages support targeted source review in Online Backup?

Publisher page selected for review

Citation appearances in all captured answers

Companies covered by the page selection

https://pcworld.com/article/407149/online-cloud-backup-services-carbonite-idrive-backblaze-livedrive.html

261

Acronis, Backblaze, Carbonite, Livedrive, SpiderOak

https://zapier.com/blog/best-cloud-storage-apps/

115

IDrive, pCloud, Backblaze

https://techradar.com/best/best-cloud-backup

69

IDrive, Acronis

https://pcmag.com/picks/best-backup-services

236

Livedrive

https://gizmodo.com/best-cloud-storage/cheap

34

pCloud

https://stacksocial.com/sales/spideroak-one-2tb-cloud-storage-1-yr-subscription

3

SpiderOak

https://uk.pcmag.com/cloud-services/75636/carbonite-cloud-backup

3

Carbonite

https://cloudbackupguide.com/crashplan-review/

1

CrashPlan

https://cloudwards.net/crashplan-review/

1

CrashPlan

These pages are candidates for review, not confirmed errors. Citation appearances are counted across the captured answers and are not added again for each company.

The publisher list should be prioritized by how often each page is cited and how many of the client's companies it covers. The PCWorld roundup and the PCMag picks page stand out on citation volume, while the Zapier and TechRadar pages cover several companies at once.

Before any request, the agency would read each page as it currently stands and verify the specific claims in question. Pages cited rarely, such as the individual CrashPlan and Carbonite reviews, are lower priority but still worth checking where a client's facts are disputed.

What we'd prioritize first

Period

Deliverable

Completion criterion

Days 1–30

Baseline scorecard, scoped fact-review register and page/source shortlist

Each record has an owner, evidence requirement and review status

Days 31–60

Approved page briefs and justified publisher requests

Separate confirmed edits, no-change decisions, requests and responses

Days 61–90

Buyer-content briefs and a fresh scorecard

Record work completed separately from measured answer outcomes and comparability limits

The first priority is the baseline scorecard and the fact-review register, because most later work depends on knowing which claims are actually disputed and which are settled. The page and source shortlist follows from that.

Next come approved page briefs and justified publisher requests, with confirmed edits and no-change decisions recorded separately. Buyer-question content and a fresh scorecard close the first quarter.

The companies where reach and endorsement diverge most, and those with high-severity pricing or device-coverage conflicts, deserve the earliest attention.

Methodology and conclusion

Questions This Section Answers

  • What do the Online Backup sample and source-review limits allow us to conclude?

This report covers 2026-11. The exact dates when the original AI answers were collected have not been verified. The visibility rates use 594 answers that met the benchmark's inclusion rules. A company is recommended only when the answer both endorses it and uses positive wording. Top 3 and first-place counts are part of those recommendations, not extra recommendations.

An answer can mention or recommend several companies, so company counts cannot be added to find the number of distinct answers. The net sentiment score is positive minus negative mentions, divided by all company mentions; it describes answer wording, not customer satisfaction.

The wider citation analysis covers 800 captured answers and 5470 appearances of cited URLs. Citation appearances across all captured answers differ from the number of benchmark answers citing a page and the number that also recommend a company. The current contents of cited pages and disputed company claims still need independent verification.

Monthly sample coverage:

Reporting month

Answers included

AI services covered

Services

Jul 2026

671

6

ChatGPT, Copilot, Gemini, Google AI Mode, Google AI Overviews, Perplexity

Aug 2026

665

6

ChatGPT, Copilot, Gemini, Google AI Mode, Google AI Overviews, Perplexity

Sep 2026

677

6

ChatGPT, Copilot, Gemini, Google AI Mode, Google AI Overviews, Perplexity

Oct 2026

665

6

ChatGPT, Copilot, Gemini, Google AI Mode, Google AI Overviews, Perplexity

Nov 2026

594

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.

The figures describe how often companies were named and endorsed across the included answers, not customer satisfaction or market share. Because an answer can cover several companies, company counts cannot be added together, and placements sit inside recommendations rather than alongside them.

The monthly samples differ, so comparisons show recorded change without establishing cause. The current contents of cited pages and the disputed claims still need independent verification.

The proposed next steps are a baseline scorecard, a verified fact register, page and source briefs, buyer-question content and a later scorecard, with completed work reported separately from measured outcomes.

/ Learn More

Understanding AI search visibility.

AI search experiences create answers by pulling information from many places online and summarizing it into a single response.

What Is AI Citation Intelligence?
AI citation intelligence is the process of measuring where AI platforms source their information and how frequently a brand is mentioned or referenced in AI-generated responses. Because LLMs synthesize across multiple sources, the sites and brands that appear repeatedly tend to influence how a topic or company is framed. This practice focuses on identifying which sources shape AI outputs and tracking brand visibility across different AI systems.
What Is Citation Architecture?
Citation architecture describes the set of sources that consistently inform how AI systems talk about a brand, product, or topic. LLMs draw from websites, articles, forums, and public discussion, and the sources they rely on most often become the backbone of their answers. Building strong citation architecture means ensuring that accurate, credible, high authority sources are the ones most likely to shape the way AI tools summarize and recommend a brand.
What Is Generative Engine Optimization?
Generative engine optimization (GEO) is the practice of improving the chances that AI systems use and cite your brand or content when generating answers. While traditional SEO is centered on ranking pages in search results, GEO focuses on how LLMs retrieve, interpret, and combine information when responding to a question. The objective is to strengthen the content and sources AI systems rely on, so your brand is treated as a trusted reference in AI responses.
What Is AI Share of Voice?
AI share of voice tracks how often a brand appears in AI-generated answers compared with competitors in the same category. It reflects visibility across AI platforms such as ChatGPT, Gemini, Claude, and Perplexity. Monitoring AI share of voice helps organizations see whether AI systems consistently include and recommend their brand for key queries or whether competitor brands are showing up more often.

About The Author

Mark Huntley

Mark Huntley

Founder and CEO

Mark Huntley, J.D. is founder of CiteWorks Studio, a strategic advisory focused on visibility, authority, and recommendation presence in AI-shaped search environments. His work centers on embedding-level GEO, vector optimization, and cosine gap engineering — helping brands align their digital presence with the retrieval systems that increasingly shape discovery, interpretation, and choice.

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