eSignature Software 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

  • DocuSign led the category with 379 mentions, 298 recommendations and 250 first-place placements across 383 answers.
  • PandaDoc, Adobe Acrobat Sign, Dropbox Sign and SignNow were widely mentioned, but their recommendation rates lagged DocuSign.
  • Zoho Inventory was mentioned often in November but never recommended, suggesting a category or naming mismatch.
  • The main review priorities were conflicting pricing and free-tier claims, plus identity checks for uncertain matches like Dropbox Sign and Zoho Inventory.

Companies covered: SignNow, DocuSign, PandaDoc, Signeasy, GetAccept, Foxit eSign, Dropbox Sign, OneSpan Sign, Zoho Inventory, Adobe Acrobat Sign

Answer Capsule

The November 2026 eSignature Software benchmark compares 10 companies across 383 AI answers that met its inclusion rules. DocuSign recorded 379 mentions and 298 recommendations (77.81% 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 eSignature Software benchmark show about mentions, recommendations and placement?

Rank

Company

Mentions

Mention rate

Recommendations

Recommendation rate

Top 3

Top 3 rate

#1

#1 rate

1

DocuSign

379

98.96%

298

77.81%

288

75.20%

250

65.27%

2

PandaDoc

341

89.03%

280

73.11%

209

54.57%

19

4.96%

3

Adobe Acrobat Sign

321

83.81%

259

67.62%

221

57.70%

15

3.92%

4

Dropbox Sign

361

94.26%

213

55.61%

86

22.45%

11

2.87%

5

SignNow

240

62.66%

199

51.96%

56

14.62%

5

1.31%

6

OneSpan Sign

33

8.62%

30

7.83%

4

1.04%

0

0.00%

7

Signeasy

42

10.97%

25

6.53%

7

1.83%

2

0.52%

8

Foxit eSign

14

3.66%

9

2.35%

5

1.31%

0

0.00%

9

GetAccept

5

1.31%

4

1.04%

1

0.26%

0

0.00%

10

Zoho Inventory

87

22.72%

0

0.00%

0

0.00%

0

0.00%

The peer set splits into a crowded top group and a long tail. DocuSign, PandaDoc, Adobe Acrobat Sign, Dropbox Sign and SignNow all appear in most answers, but their recommendation rates diverge sharply. DocuSign draws an affirmative endorsement in most of its mentions, while Dropbox Sign and SignNow are named far more often than they are positively endorsed.

Placement tells a second story. DocuSign dominates first-place answers, and PandaDoc and Adobe Acrobat Sign hold strong shortlist positions without matching that lead. For the agency, the practical gap is not visibility but endorsement: several brands are present in the conversation yet rarely chosen when an answer names a preferred tool. Zoho Inventory stands apart, mentioned often but never recommended, which points to a naming or category confusion worth understanding before any performance target is set.

What changed since last month

Questions This Section Answers

  • What changed across the usable monthly eSignature Software snapshots?

Company

Jul 2026

Sep 2026

Oct 2026

Nov 2026

DocuSign

275 / 415 (66.27%)

296 / 457 (64.77%)

321 / 456 (70.39%)

298 / 383 (77.81%)

PandaDoc

267 / 415 (64.34%)

264 / 457 (57.77%)

281 / 456 (61.62%)

280 / 383 (73.11%)

Adobe Acrobat Sign

244 / 415 (58.80%)

262 / 457 (57.33%)

255 / 456 (55.92%)

259 / 383 (67.62%)

Dropbox Sign

226 / 415 (54.46%)

204 / 457 (44.64%)

209 / 456 (45.83%)

213 / 383 (55.61%)

SignNow

191 / 415 (46.02%)

194 / 457 (42.45%)

187 / 456 (41.01%)

199 / 383 (51.96%)

OneSpan Sign

13 / 415 (3.13%)

12 / 457 (2.63%)

14 / 456 (3.07%)

30 / 383 (7.83%)

Signeasy

27 / 415 (6.51%)

41 / 457 (8.97%)

52 / 456 (11.40%)

25 / 383 (6.53%)

Foxit eSign

3 / 415 (0.72%)

4 / 457 (0.88%)

9 / 456 (1.97%)

9 / 383 (2.35%)

GetAccept

12 / 415 (2.89%)

15 / 457 (3.28%)

17 / 456 (3.73%)

4 / 383 (1.04%)

Zoho Inventory

7 / 415 (1.69%)

2 / 457 (0.44%)

0 / 456 (0.00%)

0 / 383 (0.00%)

Only months with verified results are shown. Monthly sample coverage is listed in Methodology.

The monthly samples differ in size and composition, so the movement between them is descriptive rather than like-for-like. DocuSign's mention count fell while its recommendation rate rose; SignNow and Dropbox Sign both gained mentions and recommendations. Signeasy and GetAccept fell back after a stronger October.

OneSpan Sign moved up in both mentions and recommendations, and Foxit eSign held its recommendation count steady. Zoho Inventory appeared in the November sample after an October absence, still without a single recommendation. These are separate selected samples, and the report does not establish why any count or rate moved.

AI recommendation trend

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

0%20%40%60%80%Jul 2026Sep 2026Oct 2026Nov 2026Jul 2026: 66.27%Sep 2026: 64.77%Oct 2026: 70.39%Nov 2026: 77.81%Jul 2026: 64.34%Sep 2026: 57.77%Oct 2026: 61.62%Nov 2026: 73.11%Jul 2026: 58.80%Sep 2026: 57.33%Oct 2026: 55.92%Nov 2026: 67.62%Jul 2026: 54.46%Sep 2026: 44.64%Oct 2026: 45.83%Nov 2026: 55.61%Jul 2026: 46.02%Sep 2026: 42.45%Oct 2026: 41.01%Nov 2026: 51.96%Jul 2026: 3.13%Sep 2026: 2.63%Oct 2026: 3.07%Nov 2026: 7.83%Jul 2026: 6.51%Sep 2026: 8.97%Oct 2026: 11.40%Nov 2026: 6.53%Jul 2026: 0.72%Sep 2026: 0.88%Oct 2026: 1.97%Nov 2026: 2.35%Jul 2026: 2.89%Sep 2026: 3.28%Oct 2026: 3.73%Nov 2026: 1.04%Jul 2026: 1.69%Sep 2026: 0.44%Oct 2026: 0.00%Nov 2026: 0.00%
  • DocuSign77.81%
  • PandaDoc73.11%
  • Adobe Acrobat Sign67.62%
  • Dropbox Sign55.61%
  • SignNow51.96%
  • OneSpan Sign7.83%
  • Signeasy6.53%
  • Foxit eSign2.35%
  • GetAccept1.04%
  • Zoho Inventory0.00%

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

SignNow

Questions This Section Answers

  • What measured visibility pattern and review priority does SignNow have in eSignature Software?

SignNow recorded 240 mentions (62.66%) and 199 recommendations (51.96%) across 383 answers included in the benchmark. Top 3 placements numbered 56; first-place recommendations numbered 5. Framing among its mentions was 199 positive, 24 neutral and 17 negative.

From October 2026 to November 2026, SignNow's mention count rose from 228 to 240, while its recommendation count rose from 187 to 199. The recommendation rate was 41.01% and 51.96% respectively.

AI answers contained 9 conflicting claims about SignNow: 0 critical, 2 high, 6 medium, 1 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

monthly price

medium

~$6–$8/month

$12+/mo

free tier availability

medium

only short trials, no permanent free tier

free plan allowing up to 5 envelopes 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 eSign software?

6

6

6

What is the best electronic signature software?

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://signnow.com/.

Selected third-party review candidate: https://pandadoc.com/free-electronic-signature-software/.

SignNow is named in most answers and endorsed in roughly half, but it almost never takes first place. Reach is not the constraint; being the answer's top pick is. We would propose a conditional review of the supplied owned page and the third-party comparison, checking current pricing and free-tier wording against primary sources before any edit.

DocuSign

Questions This Section Answers

  • What measured visibility pattern and review priority does DocuSign have in eSignature Software?

DocuSign recorded 379 mentions (98.96%) and 298 recommendations (77.81%) across 383 answers included in the benchmark. Top 3 placements numbered 288; first-place recommendations numbered 250. Framing among its mentions was 303 positive, 56 neutral and 20 negative.

From October 2026 to November 2026, DocuSign's mention count fell from 451 to 379, while its recommendation count fell from 321 to 298. The recommendation rate was 70.39% and 77.81% respectively.

AI answers contained 29 conflicting claims about DocuSign: 0 critical, 18 high, 9 medium, 2 low. Of these, 18 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

starting monthly price

medium

~$15/month

$10–40/user/mo

free tier availability

high

free tier allows requesting signatures on up to 3 documents total

only short trials, no ongoing free use

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 digital signature software?

6

6

6

What is the best document signing software?

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://docusign.com/products/electronic-signature/signers.

Selected third-party review candidate: https://toolradar.com/guides/best-free-e-signature-software.

DocuSign leads on reach, endorsement and first-place placement together, so its position is strong rather than fragile. The open work is factual: several high-priority conflicts concern free-tier and pricing claims. We would propose a fact-check brief that resolves entity, date and source for each disputed claim before any correction is requested.

PandaDoc

Questions This Section Answers

  • What measured visibility pattern and review priority does PandaDoc have in eSignature Software?

PandaDoc recorded 341 mentions (89.03%) and 280 recommendations (73.11%) across 383 answers included in the benchmark. Top 3 placements numbered 209; first-place recommendations numbered 19. Framing among its mentions was 280 positive, 60 neutral and 1 negative.

From October 2026 to November 2026, PandaDoc's mention count fell from 355 to 341, while its recommendation count fell from 281 to 280. The recommendation rate was 61.62% and 73.11% respectively.

AI answers contained 11 conflicting claims about PandaDoc: 0 critical, 2 high, 9 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

free tier document send limit

high

unlimited document sends for basic e-signatures

up to 60 documents per year

starting monthly price per user

medium

~$19/user/month

$19–35/user/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 digital signature software?

6

6

6

What is the best document signing software?

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://pandadoc.com/free-electronic-signature-software/.

Selected third-party review candidate: https://eversign.com/blog/top-affordable-docusign-alternatives.

PandaDoc is endorsed often but rarely placed first, a pattern shared with Adobe Acrobat Sign. Its mentions are overwhelmingly positive, so the opportunity is positioning rather than repair. We would propose a page brief for the supplied free-signature page, verifying the free-tier send limit against current primary sources before recommending changes.

Signeasy

Questions This Section Answers

  • What measured visibility pattern and review priority does Signeasy have in eSignature Software?

Signeasy recorded 42 mentions (10.97%) and 25 recommendations (6.53%) across 383 answers included in the benchmark. Top 3 placements numbered 7; first-place recommendations numbered 2. Framing among its mentions was 25 positive, 17 neutral and 0 negative.

From October 2026 to November 2026, Signeasy's mention count fell from 74 to 42, while its recommendation count fell from 52 to 25. The recommendation rate was 11.40% and 6.53% respectively.

AI answers contained 0 conflicting claims about Signeasy: 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 signature app for iPhone?

4

3

3

Which app can I use to write my signature?

2

2

2

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

Selected owned-page review candidate: https://signeasy.com/online-document-signer.

Selected third-party review candidate: https://techjockey.com/us/detail/signeasy.

Signeasy sits in the long tail, with modest reach and few first-place placements. Its mentions carry no negative framing, which suggests the brand is described neutrally rather than criticized. We would propose a light review of the supplied owned page and directory listing, confirming current product facts before deciding whether any content work is warranted.

GetAccept

Questions This Section Answers

  • What measured visibility pattern and review priority does GetAccept have in eSignature Software?

GetAccept recorded 5 mentions (1.31%) and 4 recommendations (1.04%) across 383 answers included in the benchmark. Top 3 placements numbered 1; first-place recommendations numbered 0. Framing among its mentions was 4 positive, 1 neutral and 0 negative.

From October 2026 to November 2026, GetAccept's mention count fell from 22 to 5, while its recommendation count fell from 17 to 4. The recommendation rate was 3.73% and 1.04% respectively.

AI answers contained 0 conflicting claims about GetAccept: 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 software to manage contracts?

1

1

1

best document signing software

2

1

1

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

Selected owned-page review candidate: https://getaccept.com/blog/best-electronic-signature-software.

Selected third-party review candidate: https://sirion.ai/library/clm-platform/best-e-signature-software/.

GetAccept appears in very few answers and was recommended in only a handful, with no first-place placements. At this scale, single-month swings are hard to read. We would propose holding GetAccept outside the correction queue for now and reviewing the supplied pages only to confirm identity and current facts.

Foxit eSign

Questions This Section Answers

  • What measured visibility pattern and review priority does Foxit eSign have in eSignature Software?

Foxit eSign recorded 14 mentions (3.66%) and 9 recommendations (2.35%) across 383 answers included in the benchmark. Top 3 placements numbered 5; first-place recommendations numbered 0. Framing among its mentions was 9 positive, 5 neutral and 0 negative.

From October 2026 to November 2026, Foxit eSign's mention count fell from 15 to 14, while its recommendation count stayed at 9. The recommendation rate was 1.97% and 2.35% respectively. The count was unchanged: the rate difference comes from dividing it by 456 answers in October 2026 and 383 in November.

AI answers contained 0 conflicting claims about Foxit eSign: 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

Can I get a free digital signature?

2

1

1

Is there a free e signing platform?

3

1

1

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

Selected owned-page review candidate: https://developer-api.foxit.com/developer-blogs/api-guides-tutorials/best-esignature-api-developers/.

Selected third-party review candidate: https://evenseal.com/free-esignature-software.

Foxit eSign has limited reach and a small number of recommendations, with no first-place placements. Its mentions are positive or neutral, and no conflicting claims were recorded. We would propose a low-priority check of the supplied developer and comparison pages, confirming current facts before any outreach, and no corrective action unless verification finds a real discrepancy.

Dropbox Sign

Questions This Section Answers

  • What measured visibility pattern and review priority does Dropbox Sign have in eSignature Software?

Dropbox Sign recorded 361 mentions (94.26%) and 213 recommendations (55.61%) across 383 answers included in the benchmark. Top 3 placements numbered 86; first-place recommendations numbered 11. Framing among its mentions was 213 positive, 147 neutral and 1 negative.

From October 2026 to November 2026, Dropbox Sign's mention count rose from 276 to 361, while its recommendation count rose from 209 to 213. The recommendation rate was 45.83% and 55.61% respectively.

AI answers contained 15 conflicting claims about Dropbox Sign: 0 critical, 1 high, 13 medium, 1 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.

Another 10 possible conflicts were excluded because the company match was uncertain. They need an identity check before substantive review.

Review topic

Severity

Recorded AI claim A

Recorded AI claim B

individual monthly price

medium

~$15–20/month

$10.05/month billed annually

monthly price

medium

$15/user/mo

~$10/mo

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 digital signature software?

6

6

5

What is the best eSign software?

6

6

5

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

Selected owned-page review candidate: https://sign.dropbox.com/features/free-document-signing.

Selected third-party review candidate: https://benjaminpreston.com/best-docusign-alternatives-2026/.

Dropbox Sign is named in nearly every answer but endorsed in only about half, and first-place placements are rare. That gap between presence and preference is the central issue. Several possible conflicts were set aside because the company match was uncertain; we would propose an identity check first, then a fact-check brief on the confirmed pricing claims.

OneSpan Sign

Questions This Section Answers

  • What measured visibility pattern and review priority does OneSpan Sign have in eSignature Software?

OneSpan Sign recorded 33 mentions (8.62%) and 30 recommendations (7.83%) across 383 answers included in the benchmark. Top 3 placements numbered 4; first-place recommendations numbered 0. Framing among its mentions was 32 positive, 1 neutral and 0 negative.

From October 2026 to November 2026, OneSpan Sign's mention count rose from 15 to 33, while its recommendation count rose from 14 to 30. The recommendation rate was 3.07% and 7.83% respectively.

AI answers contained 0 conflicting claims about OneSpan Sign: 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

digital signature solution

2

2

2

What is the best e-signature platform?

4

1

1

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

Selected owned-page review candidate: https://onespan.com/topics/guide-alternatives-docusign.

Selected third-party review candidate: https://sirion.ai/library/clm-platform/best-e-signature-software/.

OneSpan Sign has small but growing reach, and nearly all of its mentions are endorsements, though first-place placements remain rare. The pattern suggests a specialist brand that answers treat favorably when relevant. We would propose reviewing the supplied owned and third-party pages to confirm current facts, without treating the recent rise as evidence of anything yet.

Zoho Inventory

Questions This Section Answers

  • What measured visibility pattern and review priority does Zoho Inventory have in eSignature Software?

Zoho Inventory recorded 87 mentions (22.72%) and 0 recommendations (0.00%) across 383 answers included in the benchmark. Top 3 placements numbered 0; first-place recommendations numbered 0. Framing among its mentions was 0 positive, 87 neutral and 0 negative.

From October 2026 to November 2026, Zoho Inventory's mention count rose from 0 to 87, while its recommendation count stayed at 0. The recommendation rate was 0.00% and 0.00% respectively.

AI answers contained 0 conflicting claims about Zoho Inventory: 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

Are there any free e-signatures?

5

4

0

Is there a free eSign software?

3

3

0

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

Selected owned-page review candidate: https://zoho.com/sign/.

Selected third-party review candidate: https://apps.make.com/zoho-sign.

Zoho Inventory is mentioned in a meaningful share of answers but never recommended, and every mention is neutral. The observed questions concern free e-signatures, which suggests the name may be surfacing in a category where it does not belong. We would propose an identity and category check before any target is set, keeping it outside the correction queue until the match is clear.

Adobe Acrobat Sign

Questions This Section Answers

  • What measured visibility pattern and review priority does Adobe Acrobat Sign have in eSignature Software?

Adobe Acrobat Sign recorded 321 mentions (83.81%) and 259 recommendations (67.62%) across 383 answers included in the benchmark. Top 3 placements numbered 221; first-place recommendations numbered 15. Framing among its mentions was 260 positive, 60 neutral and 1 negative.

From October 2026 to November 2026, Adobe Acrobat Sign's mention count fell from 359 to 321, while its recommendation count rose from 255 to 259. The recommendation rate was 55.92% and 67.62% respectively.

AI answers contained 5 conflicting claims about Adobe Acrobat Sign: 0 critical, 1 high, 4 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

monthly price

medium

$9.99–$12.99/month

$15/user/month

Individual plan monthly price

medium

$14.99 to $19.99/mo

$22.99–$29.99/mo

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 digital signature software?

6

6

6

What is the best document signing software?

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://adobe.com/acrobat/business/sign.html.

Selected third-party review candidate: https://ecom.docusign.com/plans-and-pricing/esignature.

Adobe Acrobat Sign combines broad reach with strong shortlist placement, yet first-place answers are comparatively few. Its mentions are almost entirely positive, so the task is sharpening preference rather than repairing reputation. We would propose a fact-check brief on the recorded pricing conflicts, verifying current plan details before any correction is considered.

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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 eSignature Software?

Build a scorecard that records each company's mentions, recommendations and placements as separate measures, with the sample size attached to every month. Note where samples differ so future comparisons are read with the same caution. Each record should carry an owner, an evidence requirement and a review status, so later work can be traced back to this baseline.

Step 2. Verify disputed facts

Questions This Section Answers

  • What should the agency deliver when it works to verify disputed facts for eSignature Software?

AI answers contained 69 conflicting claims across 5 companies. Another 10 possible conflicts were excluded because their company matches were uncertain. The conflicting claims need fact-checking before any corrections are proposed.

Work through the recorded conflicts company by company, starting with the high-priority items. For each, confirm the entity, the date and the primary source before deciding whether a correction is warranted. Keep the uncertain Dropbox Sign matches out of the queue until identity is resolved, and log no-change decisions alongside confirmed ones.

Step 3. Review owned pages

Questions This Section Answers

  • What should the agency deliver when it works to review owned pages for eSignature Software?

Turn the supplied owned-page candidates into page briefs. Each brief should state which claims need verification, which source would settle them, and what change, if any, is proposed. Briefs are proposals for review, not instructions to edit, and no page should be changed until current contents are checked directly.

Step 4. Review third-party sources

Questions This Section Answers

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

Prepare source-review packages for the third-party pages, pairing each with the specific claims it appears alongside. Verify what the page currently says before drafting any request, and treat citation as a reason to look rather than proof of influence. Record requests and responses separately from confirmed edits.

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 eSignature Software?

Draft buyer-question content from the questions actually observed, such as free-tier and pricing comparisons, and route it through the same fact-checking. When the next sample is measured, report completed work alongside answer outcomes without presenting one as the cause of the other.

Third-party authority and citation opportunities

Questions This Section Answers

  • Which cited publisher pages support targeted source review in eSignature Software?

Publisher page selected for review

Citation appearances in all captured answers

Companies covered by the page selection

https://pandadoc.com/free-electronic-signature-software/

93

SignNow, DocuSign, Signeasy

https://sirion.ai/library/clm-platform/best-e-signature-software/

109

GetAccept, OneSpan Sign

https://zapier.com/blog/best-digital-signature-apps/

139

SignNow

https://gartner.com/reviews/market/electronic-signature

86

GetAccept

https://docusign.com/products/electronic-signature/signers

63

PandaDoc

https://reddit.com/r/sysadmin/comments/1ov2go3/whats_the_best_esignature_software_as_of_the/

52

OneSpan Sign

https://eversign.com/blog/top-affordable-docusign-alternatives

29

PandaDoc

https://toolradar.com/guides/best-free-e-signature-software

23

DocuSign

https://evenseal.com/free-esignature-software

14

Foxit eSign

https://ecom.docusign.com/plans-and-pricing/esignature

12

Adobe Acrobat Sign

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 mixes vendor blogs, review sites, community threads and analyst pages, and they should not be treated alike. A community thread or analyst review carries different weight and different correction paths than a vendor comparison page. Prioritize pages that appear alongside several companies and whose claims are specific enough to verify.

Before any outreach, confirm what each page currently says and whether the relevant claim is still present. A citation in an answer does not show that the page shaped it. Requests should be framed as evidence-backed corrections or updates, with confirmed edits, no-change decisions and responses logged separately.

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

Start with the endorsement gap rather than raw visibility. DocuSign's position is secure, so effort is better spent on brands that are named often but rarely chosen, and on the factual conflicts that may be shaping how answers describe pricing and free tiers.

Resolve the uncertain Dropbox Sign matches and the Zoho Inventory category question early, since both affect what enters the correction queue. Then move to page briefs and publisher requests, keeping confirmed edits separate from requests and responses. A fresh scorecard at the end should report completed work alongside measured outcomes, with the comparability limits stated plainly.

Methodology and conclusion

Questions This Section Answers

  • What do the eSignature Software 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 383 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 4862 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

415

6

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

Sep 2026

457

6

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

Oct 2026

456

6

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

Nov 2026

383

6

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

August 2026 measured a different set of companies, so it is excluded from this comparison.

The answer samples differ between months. These comparisons show how the recorded results changed; they do not establish why they changed.

Read the visibility figures as descriptions of the captured answers, not as market share or customer preference. Recommendations require both an endorsement and positive wording, and placements sit inside recommendations rather than adding to them. Because answers can name several companies, counts should not be summed into a total number of answers.

The monthly samples differ, so changes between them show what was recorded, not why. Proposed work should be judged by whether it was completed and verified, not by an assumed effect on future answers. The next measurement should restate these limits and keep delivered work separate from observed 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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