Mortgage Industry Professional Association AI Visibility Ranking Trends - November 2026

Answer capsule

The November 2026 Mortgage Industry Professional Association benchmark compares 7 companies across 59 AI answers that met its inclusion rules. Mortgage Professionals Canada leads with 11 recommendations (18.64% of answers). At least one tracked company was recommended in 11 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 Mortgage Industry Professional Association

Industry leaderboard

Questions This Section Answers

• How do Mortgage Industry Professional Association rank by recorded AI recommendations in November 2026?

The leaderboard orders companies by how many answers affirmatively recommended them, not by how often they appeared. A mention is mere appearance; a recommendation requires an affirmative endorsement. Placement describes where within a recommendation a company sat, and framing describes the wording used. These are separate readings of the same answers.

Ties reflect equal recommendation counts, so several companies share a rank despite different mention totals. A company can be mentioned often yet recommended rarely, and the reverse. Reading the columns together is more informative than reading rank alone.

Key findings

Tracked-company answer coverage

Questions This Section Answers

• How often did the November 2026 Mortgage Industry Professional Association answer sample recommend any tracked company?

11 distinct answers recommended at least one tracked company. Counting each company recommendation separately gives 12, because an answer can recommend several companies. Answers with no tracked recommendation may still have recommended companies outside this comparison.

Every qualified answer mentioned at least one tracked company, but only a minority recommended one. That gap shows reach and endorsement answer different questions: appearing in an answer is common, while an affirmative recommendation is comparatively rare. Coverage here means presence across the reviewed answers, not overall market dominance.

One answer can recommend several companies, so company-level recommendation counts exceed the number of answers containing a recommendation. Answers with no tracked recommendation may still have named companies outside this comparison.

Reach and affirmative recommendation

Mortgage Professionals Canada ranks 1 by recommendation count. Mentions: 35 (59.32%); recommendations: 11 (18.64%). Top 3 placements: 11 (18.64%); first-place placements: 11 (18.64%).

Wording about the company: 11 positive, 24 neutral, 0 negative mentions. The proportion of mentions that also included a recommendation was 31.4%. The net framing score was 0.31 (defined in Methodology).

24 mentions had no recorded recommendation. Of recorded recommendations, 100.00% were Top 3 and 100.00% were first-place.

Mortgage Professionals Canada leads on recommendation count, but its mentions far outnumber its recommendations. Most of its appearances carried no recorded endorsement, and its wording was largely neutral. The recommendation-to-mention ratio describes the recorded answers only, not customers, sales or conversion.

Its placements sit entirely within its recommendations, so first-place results are a subset rather than additional wins. A single month cannot establish why endorsement occurred in some answers and not others.

Recommendation order and placement

Placement is nested inside recommendation: first-place results are a subset of shortlist placements, which are themselves a subset of recommendations. Adding these categories together would double-count the same answers. Most companies here recorded no placements because they recorded no recommendations.

Where recommendation counts are small, placement shares rest on sparse bases and should be read cautiously. Placement describes position within an answer, not consumer preference or conversion.

Classified framing in context

Framing classifies the wording used about each company in the reviewed answers. Neutral wording dominates for most companies, and no company recorded negative wording. Positive framing appears mainly alongside recommendations, but framing is not customer sentiment or a measure of company quality.

Neutral or positive wording does not establish why a recommendation was or was not recorded. The net framing score summarizes wording balance, not reputation or satisfaction.

Company results in detail

Mortgage Professionals Canada

Questions This Section Answers

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

Mortgage Professionals Canada ranks 1 by recommendation count. Mentions: 35 (59.32%); recommendations: 11 (18.64%). Top 3 placements: 11 (18.64%); first-place placements: 11 (18.64%).

Wording about the company: 11 positive, 24 neutral, 0 negative mentions. The proportion of mentions that also included a recommendation was 31.4%. The net framing score was 0.31 (defined in Methodology).

24 mentions had no recorded recommendation. Of recorded recommendations, 100.00% were Top 3 and 100.00% were first-place.

From October 2026 to November 2026, Mortgage Professionals Canada's mention count fell from 44 to 35, while its recommendation count rose from 6 to 11. The recommendation rate was 6.32% and 18.64% respectively.

Mortgage Professionals Canada recorded the most mentions and recommendations in this sample, with all of its recommendations also placed first. Its wording was mostly neutral, and many mentions carried no endorsement. The recommendation-to-mention ratio describes the recorded answers, not customer behavior.

Compared with the prior month, its mention count fell while its recommendation count rose. These are separate selected samples, and the comparison does not establish why either measure moved.

REMIC

Questions This Section Answers

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

REMIC ranks 2 by recommendation count. Mentions: 24 (40.68%); recommendations: 1 (1.69%). Top 3 placements: 1 (1.69%); first-place placements: 0 (0.00%).

Wording about the company: 1 positive, 23 neutral, 0 negative mentions. The proportion of mentions that also included a recommendation was 4.2%. The net framing score was 0.04 (defined in Methodology).

23 mentions had no recorded recommendation. Of recorded recommendations, 100.00% were Top 3 and 0.00% were first-place.

From October 2026 to November 2026, REMIC's mention count fell from 56 to 24, while its recommendation count fell from 6 to 1. The recommendation rate was 6.32% and 1.69% respectively.

REMIC appeared in many answers but was recommended in only one, and that recommendation was shortlisted rather than placed first. Nearly all of its mentions were neutral in wording. The low recommendation-to-mention ratio rests on a small recommendation base and describes the recorded answers only.

Its mention and recommendation counts both fell from the prior month. Because the monthly samples differ, the comparison shows what was recorded without explaining the change.

Alberta Mortgage Brokers Association

Questions This Section Answers

• What do the November 2026 AI answer results show about Alberta Mortgage Brokers Association mentions, recommendations and placement?

Alberta Mortgage Brokers Association ranks 3 by recommendation count. Mentions: 9 (15.25%); recommendations: 0 (0.00%). Top 3 placements: 0 (0.00%); first-place placements: 0 (0.00%).

Wording about the company: 0 positive, 9 neutral, 0 negative mentions. The proportion of mentions that also included a recommendation was 0.0%. The net framing score was 0.00 (defined in Methodology).

9 mentions had no recorded recommendation. Of recorded recommendations, Unavailable were Top 3 and Unavailable were first-place.

From October 2026 to November 2026, Alberta Mortgage Brokers Association's mention count rose from 8 to 9, while its recommendation count fell from 2 to 0. The recommendation rate was 2.11% and 0.00% respectively.

Alberta Mortgage Brokers Association was mentioned in a modest share of answers but received no recommendations, so its placement counts are also zero. All of its mentions were neutral in wording. A zero here is a measured result, not a missing observation.

Its mention count rose slightly from the prior month while its recommendation count fell to zero. The separate samples do not establish why recommendations were absent in this month's answers.

Canadian Alternative Mortgage Lenders Association

Questions This Section Answers

• What do the November 2026 AI answer results show about Canadian Alternative Mortgage Lenders Association mentions, recommendations and placement?

Canadian Alternative Mortgage Lenders Association ranks 3 by recommendation count. Mentions: 3 (5.08%); recommendations: 0 (0.00%). Top 3 placements: 0 (0.00%); first-place placements: 0 (0.00%).

Wording about the company: 0 positive, 3 neutral, 0 negative mentions. The proportion of mentions that also included a recommendation was 0.0%. The net framing score was 0.00 (defined in Methodology).

3 mentions had no recorded recommendation. Of recorded recommendations, Unavailable were Top 3 and Unavailable were first-place.

From October 2026 to November 2026, Canadian Alternative Mortgage Lenders Association's mention count rose from 1 to 3, while its recommendation count stayed at 0. The recommendation rate was 0.00% and 0.00% respectively.

Canadian Alternative Mortgage Lenders Association recorded a small number of mentions and no recommendations, leaving its placement counts at zero as well. Its mentions were entirely neutral in wording. Ratios requiring a recommendation base are undefined rather than zero.

Its mention count rose from the prior month while recommendations stayed at zero. With such sparse coverage, the comparison is limited and does not explain the absence of endorsement.

Canadian Mortgage Brokers Association

Questions This Section Answers

• What do the November 2026 AI answer results show about Canadian Mortgage Brokers Association mentions, recommendations and placement?

Canadian Mortgage Brokers Association ranks 3 by recommendation count. Mentions: 4 (6.78%); recommendations: 0 (0.00%). Top 3 placements: 0 (0.00%); first-place placements: 0 (0.00%).

Wording about the company: 0 positive, 4 neutral, 0 negative mentions. The proportion of mentions that also included a recommendation was 0.0%. The net framing score was 0.00 (defined in Methodology).

4 mentions had no recorded recommendation. Of recorded recommendations, Unavailable were Top 3 and Unavailable were first-place.

From October 2026 to November 2026, Canadian Mortgage Brokers Association's mention count rose from 1 to 4, while its recommendation count stayed at 0. The recommendation rate was 0.00% and 0.00% respectively.

Canadian Mortgage Brokers Association appeared in a few answers, all neutral in wording, and received no recommendations. Its placement counts are therefore zero, a measured result rather than a gap. The recommendation-to-mention ratio is undefined because no recommendation base exists.

Its mention count rose from the prior month while recommendations remained at zero. The small base and differing monthly samples limit what the comparison can show.

CMBA Ontario

Questions This Section Answers

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

CMBA Ontario ranks 3 by recommendation count. Mentions: 6 (10.17%); recommendations: 0 (0.00%). Top 3 placements: 0 (0.00%); first-place placements: 0 (0.00%).

Wording about the company: 0 positive, 6 neutral, 0 negative mentions. The proportion of mentions that also included a recommendation was 0.0%. The net framing score was 0.00 (defined in Methodology).

6 mentions had no recorded recommendation. Of recorded recommendations, Unavailable were Top 3 and Unavailable were first-place.

From October 2026 to November 2026, CMBA Ontario's mention count fell from 22 to 6, while its recommendation count fell from 3 to 0. The recommendation rate was 3.16% and 0.00% respectively.

CMBA Ontario recorded several mentions but no recommendations, so its placement counts are zero. Every mention was neutral in wording. With no recommendation base, the recommendation-to-mention ratio is undefined rather than a measured zero.

Both its mention and recommendation counts fell from the prior month. The monthly samples are separate, and the recorded decline does not establish why recommendations disappeared from this month's answers.

CMBA-BC

Questions This Section Answers

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

CMBA-BC ranks 3 by recommendation count. Mentions: 2 (3.39%); recommendations: 0 (0.00%). Top 3 placements: 0 (0.00%); first-place placements: 0 (0.00%).

Wording about the company: 0 positive, 2 neutral, 0 negative mentions. The proportion of mentions that also included a recommendation was 0.0%. The net framing score was 0.00 (defined in Methodology).

2 mentions had no recorded recommendation. Of recorded recommendations, Unavailable were Top 3 and Unavailable were first-place.

From October 2026 to November 2026, CMBA-BC's mention count rose from 1 to 2, while its recommendation count stayed at 0. The recommendation rate was 0.00% and 0.00% respectively.

CMBA-BC recorded very few mentions and no recommendations, leaving placement counts at zero. Its mentions were neutral in wording, and the recommendation-to-mention ratio is undefined without a recommendation base. Sparse coverage limits how much the profile can support.

Its mention count rose slightly from the prior month while recommendations stayed at zero. The comparison describes recorded results only and does not explain the absence of endorsement.

Earlier ranking snapshot context

Questions This Section Answers

• How do the available Mortgage Industry Professional Association 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 selected sample of AI answers, with differing answer totals and services covered. Counts and rates should be read together, since a rate depends on the answers included that month. Rank positions across months reflect those separate samples.

A changed count or rate does not demonstrate improvement, loss of standing or causation. The comparisons show how recorded results differed; they do not establish why.

What the November Rankings Show

These results answer different questions. Reach asks how often a company appeared; recommendation asks whether an answer affirmatively endorsed it; placement asks where within a recommendation it sat; framing asks how it was worded. A company can be visible without being endorsed, and endorsed without being placed first.

The leaderboard orders by recommendation count, so ties and sparse bases matter. Framing is not sentiment, and ratios describe recorded answers rather than customers. The month-to-month figures come from separate samples and do not explain change.

Methodology

Questions This Section Answers

• How were the November 2026 Mortgage Industry Professional Association AI visibility measures counted, and what do they not establish?

This benchmark has partial coverage: 1 of 3 planned question categories contributed usable observations; 2 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: Canada; 7 tracked companies. AI services represented: ChatGPT, Copilot, Google AI Mode, Google AI Overviews.

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 one of three planned question categories contributed usable observations, so findings apply to the available answer set. The reporting month labels the period, but exact collection dates were not verified. Each company is counted at most once per qualifying answer.

Recommendation requires both affirmative endorsement and positive wording. Top 3 and first-place results are nested within recommendations, not added to them. The recommendation-to-mention ratio describes answer wording, not conversion, and net framing is not a measure of company quality. Monthly samples differ, so comparisons show recorded change without explaining it.