LLC Formation Services AI Visibility Ranking Trends - November 2026

Answer capsule

The November 2026 LLC Formation Services benchmark compares 10 companies across 354 AI answers that met its inclusion rules. Northwest Registered Agent leads with 242 recommendations (68.36% of answers). At least one tracked company was recommended in 266 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 LLC Formation Services

Industry leaderboard

Questions This Section Answers

• How do LLC Formation Services rank by recorded AI recommendations in November 2026?

The leaderboard orders companies by how many answers affirmatively recommended them, so it measures recorded endorsement volume rather than overall visibility. A company can appear often without being recommended, and a recommendation can sit anywhere in an answer. Ties in recommendation counts would share a rank; the printed table shows no such tie. Reading mentions, recommendations and placements separately keeps each measure in its own lane.

Key findings

Tracked-company answer coverage

Questions This Section Answers

• How often did the November 2026 LLC Formation Services answer sample recommend any tracked company?

266 distinct answers recommended at least one tracked company. Counting each company recommendation separately gives 1038, because an answer can recommend several companies. Answers with no tracked recommendation may still have recommended companies outside this comparison.

Every included answer mentioned at least one tracked company, but only about three in four recommended one. Most answers that recommended a tracked company named more than one, which is why company-level recommendation counts exceed the number of answers carrying a recommendation. These overlapping counts describe answer content, not market share, and answers without a tracked recommendation may still have named companies outside this comparison.

Reach and affirmative recommendation

Northwest Registered Agent ranks 1 by recommendation count. Mentions: 318 (89.83%); recommendations: 242 (68.36%). Top 3 placements: 223 (62.99%); first-place placements: 127 (35.88%).

Wording about the company: 242 positive, 76 neutral, 0 negative mentions. The proportion of mentions that also included a recommendation was 76.1%. The net framing score was 0.76 (defined in Methodology).

76 mentions had no recorded recommendation. Of recorded recommendations, 92.15% were Top 3 and 52.48% were first-place.

Northwest Registered Agent leads on recommendation count, but its mention total is close to those of ZenBusiness and LegalZoom. Mention marks appearance; recommendation marks affirmative endorsement. The gap between the two shows that being named and being endorsed are distinct outcomes in these answers. A lead in recommendation count is not a unique winner across every measure, and ties would be reported as ties.

Recommendation order and placement

Top-three and first-place placements are nested inside recommendations, not extra wins to add on top. A company recommended often may still be placed near the top of an answer relatively rarely, and the printed counts show that pattern varies widely across companies. Placement describes position within an answer, not customer preference or conversion.

Classified framing in context

Framing classifies the wording used about each company in the selected answers: positive, neutral or negative. It is not customer sentiment, reputation or a quality judgment, and it does not explain why a recommendation appeared or did not. Neutral wording is common for several companies, and a high positive share should be read alongside the recommendation and placement counts rather than in isolation.

Company results in detail

Northwest Registered Agent

Questions This Section Answers

• What do the November 2026 AI answer results show about Northwest Registered Agent mentions, recommendations and placement?

Northwest Registered Agent ranks 1 by recommendation count. Mentions: 318 (89.83%); recommendations: 242 (68.36%). Top 3 placements: 223 (62.99%); first-place placements: 127 (35.88%).

Wording about the company: 242 positive, 76 neutral, 0 negative mentions. The proportion of mentions that also included a recommendation was 76.1%. The net framing score was 0.76 (defined in Methodology).

76 mentions had no recorded recommendation. Of recorded recommendations, 92.15% were Top 3 and 52.48% were first-place.

From October 2026 to November 2026, Northwest Registered Agent's mention count rose from 295 to 318, while its recommendation count rose from 219 to 242. The recommendation rate was 67.59% and 68.36% respectively.

Northwest Registered Agent leads the recommendation ranking and appears in nearly every included answer. Most of its recommendations also land in the top three, and roughly half take first place, a notably strong placement profile. Its wording is entirely positive or neutral, with no negative mentions recorded. The prior-month comparison shows both mentions and recommendations higher, though separate monthly samples limit causal reading.

ZenBusiness

Questions This Section Answers

• What do the November 2026 AI answer results show about ZenBusiness mentions, recommendations and placement?

ZenBusiness ranks 2 by recommendation count. Mentions: 316 (89.27%); recommendations: 223 (62.99%). Top 3 placements: 204 (57.63%); first-place placements: 57 (16.10%).

Wording about the company: 223 positive, 89 neutral, 4 negative mentions. The proportion of mentions that also included a recommendation was 70.6%. The net framing score was 0.69 (defined in Methodology).

93 mentions had no recorded recommendation. Of recorded recommendations, 91.48% were Top 3 and 25.56% were first-place.

From October 2026 to November 2026, ZenBusiness' mention count rose from 278 to 316, while its recommendation count rose from 189 to 223. The recommendation rate was 58.33% and 62.99% respectively.

ZenBusiness holds the second recommendation position with mention reach close to the leader's. Its recommendations frequently appear in the top three, but first-place placements are comparatively uncommon, so its profile leans toward shortlist presence rather than top billing. Wording is overwhelmingly positive with a small number of negative mentions. Both counts rose from the prior month in a separately drawn sample.

LegalZoom

Questions This Section Answers

• What do the November 2026 AI answer results show about LegalZoom mentions, recommendations and placement?

LegalZoom ranks 3 by recommendation count. Mentions: 321 (90.68%); recommendations: 193 (54.52%). Top 3 placements: 92 (25.99%); first-place placements: 22 (6.21%).

Wording about the company: 193 positive, 115 neutral, 13 negative mentions. The proportion of mentions that also included a recommendation was 60.1%. The net framing score was 0.56 (defined in Methodology).

128 mentions had no recorded recommendation. Of recorded recommendations, 47.67% were Top 3 and 11.40% were first-place.

From October 2026 to November 2026, LegalZoom's mention count rose from 293 to 321, while its recommendation count rose from 165 to 193. The recommendation rate was 50.93% and 54.52% respectively.

LegalZoom is mentioned in more answers than any other tracked company, yet its recommendation count trails the top two, giving it the lowest recommendation-to-mention ratio among the leading group. Its placements skew away from the top of answers, with first-place results rare. Wording includes the most neutral and negative mentions in the set. The prior-month comparison shows both counts higher.

Bizee (Incfile)

Questions This Section Answers

• What do the November 2026 AI answer results show about Bizee (Incfile) mentions, recommendations and placement?

Bizee (Incfile) ranks 4 by recommendation count. Mentions: 233 (65.82%); recommendations: 183 (51.69%). Top 3 placements: 142 (40.11%); first-place placements: 42 (11.86%).

Wording about the company: 184 positive, 48 neutral, 1 negative mentions. The proportion of mentions that also included a recommendation was 78.5%. The net framing score was 0.79 (defined in Methodology).

50 mentions had no recorded recommendation. Of recorded recommendations, 77.60% were Top 3 and 22.95% were first-place.

From October 2026 to November 2026, Bizee (Incfile)'s mention count rose from 209 to 233, while its recommendation count rose from 158 to 183. The recommendation rate was 48.77% and 51.69% respectively.

Bizee (Incfile) records the highest recommendation-to-mention ratio among the leading companies, suggesting that when it appears it is often endorsed. Its top-three placements are frequent relative to its recommendation total, while first-place results are less common. Wording is mostly positive with minimal negative framing. Both mentions and recommendations were higher than in the prior month's separate sample.

Inc Authority

Questions This Section Answers

• What do the November 2026 AI answer results show about Inc Authority mentions, recommendations and placement?

Inc Authority ranks 5 by recommendation count. Mentions: 75 (21.19%); recommendations: 56 (15.82%). Top 3 placements: 25 (7.06%); first-place placements: 3 (0.85%).

Wording about the company: 56 positive, 19 neutral, 0 negative mentions. The proportion of mentions that also included a recommendation was 74.7%. The net framing score was 0.75 (defined in Methodology).

19 mentions had no recorded recommendation. Of recorded recommendations, 44.64% were Top 3 and 5.36% were first-place.

From October 2026 to November 2026, Inc Authority's mention count rose from 59 to 75, while its recommendation count rose from 37 to 56. The recommendation rate was 11.42% and 15.82% respectively.

Inc Authority sits in the middle of the ranking with modest reach: it appears in roughly one answer in five. Most of its mentions carry a recommendation, but top-three placements are a minority of those and first-place results are rare. Wording is positive or neutral with no negative mentions. Its counts rose from the prior month, though the samples differ.

Harbor Compliance

Questions This Section Answers

• What do the November 2026 AI answer results show about Harbor Compliance mentions, recommendations and placement?

Harbor Compliance ranks 6 by recommendation count. Mentions: 112 (31.64%); recommendations: 55 (15.54%). Top 3 placements: 34 (9.60%); first-place placements: 5 (1.41%).

Wording about the company: 55 positive, 57 neutral, 0 negative mentions. The proportion of mentions that also included a recommendation was 49.1%. The net framing score was 0.49 (defined in Methodology).

57 mentions had no recorded recommendation. Of recorded recommendations, 61.82% were Top 3 and 9.09% were first-place.

From October 2026 to November 2026, Harbor Compliance's mention count rose from 82 to 112, while its recommendation count rose from 37 to 55. The recommendation rate was 11.42% and 15.54% respectively.

Harbor Compliance shows a distinctive split: it is mentioned fairly often but recommended in only about half of those mentions, the lowest such ratio among the mid-ranked companies. Neutral wording outnumbers positive wording, and no negative mentions are recorded. Top-three placements are a modest share of its recommendations. Both counts were higher than in the prior month's separate sample.

Rocket Lawyer

Questions This Section Answers

• What do the November 2026 AI answer results show about Rocket Lawyer mentions, recommendations and placement?

Rocket Lawyer ranks 7 by recommendation count. Mentions: 80 (22.60%); recommendations: 51 (14.41%). Top 3 placements: 18 (5.08%); first-place placements: 4 (1.13%).

Wording about the company: 51 positive, 28 neutral, 1 negative mentions. The proportion of mentions that also included a recommendation was 63.8%. The net framing score was 0.63 (defined in Methodology).

29 mentions had no recorded recommendation. Of recorded recommendations, 35.29% were Top 3 and 7.84% were first-place.

From October 2026 to November 2026, Rocket Lawyer's mention count rose from 64 to 80, while its recommendation count rose from 47 to 51. The recommendation rate was 14.51% and 14.41% respectively.

Rocket Lawyer appears in roughly one answer in five and is recommended in most of those mentions, but its placements rarely reach the top of an answer. Wording is largely positive with a small neutral and negative remainder. Its mention count rose from the prior month while its recommendation count edged up only slightly, leaving the rate essentially flat across separate samples.

Tailor Brands

Questions This Section Answers

• What do the November 2026 AI answer results show about Tailor Brands mentions, recommendations and placement?

Tailor Brands ranks 8 by recommendation count. Mentions: 71 (20.06%); recommendations: 26 (7.34%). Top 3 placements: 3 (0.85%); first-place placements: 0 (0.00%).

Wording about the company: 26 positive, 45 neutral, 0 negative mentions. The proportion of mentions that also included a recommendation was 36.6%. The net framing score was 0.37 (defined in Methodology).

45 mentions had no recorded recommendation. Of recorded recommendations, 11.54% were Top 3 and 0.00% were first-place.

From October 2026 to November 2026, Tailor Brands' mention count rose from 39 to 71, while its recommendation count rose from 23 to 26. The recommendation rate was 7.10% and 7.34% respectively.

Tailor Brands is mentioned in about one answer in five but recommended in only about a third of those mentions, and its placements almost never reach the top three, with no first-place results recorded. Neutral wording outnumbers positive wording. Its mention count rose sharply from the prior month while recommendations moved only slightly, so the rate stayed near its earlier level in a differently sized sample.

Swyft Filings

Questions This Section Answers

• What do the November 2026 AI answer results show about Swyft Filings mentions, recommendations and placement?

Swyft Filings ranks 9 by recommendation count. Mentions: 16 (4.52%); recommendations: 6 (1.69%). Top 3 placements: 1 (0.28%); first-place placements: 0 (0.00%).

Wording about the company: 6 positive, 6 neutral, 4 negative mentions. The proportion of mentions that also included a recommendation was 37.5%. The net framing score was 0.13 (defined in Methodology).

10 mentions had no recorded recommendation. Of recorded recommendations, 16.67% were Top 3 and 0.00% were first-place.

From October 2026 to November 2026, Swyft Filings' mention count fell from 24 to 16, while its recommendation count rose from 4 to 6. The recommendation rate was 1.23% and 1.69% respectively.

Swyft Filings has a sparse profile: few mentions, fewer recommendations, and a single top-three placement with no first-place results. Its wording is the most mixed in the set, with negative mentions approaching its positive count. The prior-month comparison shows mentions lower but recommendations slightly higher, and the small bases make any ratio fragile to read.

Firstbase

Questions This Section Answers

• What do the November 2026 AI answer results show about Firstbase mentions, recommendations and placement?

Firstbase ranks 10 by recommendation count. Mentions: 8 (2.26%); recommendations: 3 (0.85%). Top 3 placements: 1 (0.28%); first-place placements: 0 (0.00%).

Wording about the company: 3 positive, 5 neutral, 0 negative mentions. The proportion of mentions that also included a recommendation was 37.5%. The net framing score was 0.38 (defined in Methodology).

5 mentions had no recorded recommendation. Of recorded recommendations, 33.33% were Top 3 and 0.00% were first-place.

From October 2026 to November 2026, Firstbase's mention count rose from 5 to 8, while its recommendation count stayed at 3. The recommendation rate was 0.93% and 0.85% respectively. The count was unchanged: the rate difference comes from dividing it by 324 answers in October 2026 and 354 in November.

Firstbase appears in a modest share of answers, with mentions outnumbering recommendations; most of its mentions carried neutral wording, and none were negative. Its recommendation count was unchanged between the two selected monthly samples while its mention count rose, and the recorded recommendation rate differed slightly across those samples. Those are separate snapshots, and the comparison alone does not establish why either count or rate moved.

Placements sit within the recommendation base: a small number of top-three placements and no first-place placements. With so few recommendations, the share of mentions that also included a recommendation and the placement proportions rest on a sparse base and should be read as recorded outcomes rather than stable tendencies.

Earlier ranking snapshot context

Questions This Section Answers

• How do the available LLC Formation Services snapshots from July 2026 to November 2026 differ in recommendation coverage and measurement scope?

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

Each month is a separate sample of AI answers, so the table shows recorded counts and rates side by side rather than a continuous series. Rank positions can be compared across months, but differing answer totals mean a count change and a rate change answer different questions. These comparisons describe what was recorded; they do not establish why any result moved.

What the November Rankings Show

The November results answer several different questions at once. Reach shows how often a company appears; recommendation shows how often that appearance carries an affirmative endorsement; placement shows where within an answer the endorsement sits; framing describes the wording used. A company can be highly visible yet rarely endorsed, or endorsed often but rarely placed first. Reading these measures together gives a fuller picture than the recommendation ranking alone, while none of them establishes why the answers took the shape they did.

Methodology

Questions This Section Answers

• How were the November 2026 LLC Formation Services AI visibility measures counted, and what do they not establish?

This benchmark has partial coverage: 2 of 3 planned question categories contributed usable observations; 1 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; 10 tracked companies. AI services represented: ChatGPT, Copilot, Gemini, Google AI Mode, Google AI Overviews, Perplexity.

Research screening totals (answer observations can include repeated questions):

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:

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

Coverage is partial: only some planned question categories contributed usable answers, and the collection dates for the original answers are unverified. Each company is counted at most once per answer, and top-three and first-place results sit inside recommendations rather than beside them. Rates use the full included answer total, and monthly samples differ in size, so comparisons show recorded change without explaining it. Results describe the reviewed AI answers, not verified company facts or customer behavior.