Mortgage Industry Professional Associations: AI Market Discovery Index — August 2026

Benchmark Summary

Mortgage Industry Professional Associations Canada led valid recommendation coverage in August 2026 at 8.4%, down from 21.7% in July 2026. The category leader lost 13.3 percentage points of valid recommendation coverage in a single month, the only significant movement recorded in this benchmark. The next closest brands, CMBA Ontario and Canadian Mortgage Brokers Association, each recorded 0.8% coverage in August 2026, a gap of 7.6 percentage points from the leader.

No brand posted a significant coverage increase this month. Canadian Mortgage Brokers Association and CMBA Ontario each moved from 0.0% valid recommendation coverage in July 2026 to 0.8% in August 2026, movement that falls within normal month-to-month variation. The one significant move in the category was a decline: Mortgage Professionals Canada fell from 21.7% valid recommendation coverage in July 2026 to 8.4% in August 2026, a decline of 13.3 percentage points that exceeds normal month-to-month variation. That is the single largest, source-confirmed movement in this benchmark, and it belongs to the category leader.

The benchmark began with 326 prompt-surface observations in August 2026 and produced 131 qualified observations after qualification. In July 2026, it began with 257 prompt-surface observations and produced 106 qualified observations.

Current Benchmark at a Glance

Qualified surface breadth counts the canonical AI surface families with at least one qualified observation: ChatGPT, Copilot, Gemini, Perplexity, AI Overviews, and AI Mode. In August 2026, all six families were represented, with Perplexity appearing for the first time in the series.

For the strategic interpretation of this benchmark, read CiteWorks Studio's analysis of How AI Search Is Recommending Mortgage Industry Professional Associations

Research Scope and Qualification

The public benchmark is narrower than the raw collection universe by design. Brand-level percentages use the qualified observations as the public denominator, not the raw collection.

For methodology details, see AI Market Discovery Methodology.

Current Brand Standings

How to Read the Standings

Presence rate is the share of qualified observations where the brand appears at all. Valid recommendation coverage is the share of qualified observations where the brand receives a top-three recommendation. Top-three rate is the share of qualified observations where the brand appears in the top three recommendations. Rank-one rate is the share where the brand is the first recommendation. Net sentiment is the balance of positive over negative mentions among observations where the brand appears.

For formulas and denominator rules, see AI Market Discovery Metric Definitions.

Mortgage Professionals Canada: Current Position

Mortgage Professionals Canada remains the category leader on every headline recommendation metric in August 2026: 8.4% valid recommendation coverage, 5.34% top-three rate, and 5.34% rank-one rate, all ahead of every other tracked brand. Presence is also the highest in the category at 54.96%, more than four times the next-widest presence figure (REMIC at 41.98%). On paper, Mortgage Professionals Canada is the brand AI surfaces mention most and recommend most.

That leadership sits on top of two source-confirmed problems. First, Mortgage Professionals Canada's own coverage fell from 21.7% in July 2026 to 8.4% in August 2026 — a 13.3-point decline that the benchmark's own variation threshold classifies as significant, and the only such move recorded in the category this month. Second, the gap protecting that leadership is shrinking fast: the distance to the nearest competitor narrowed from 21.7 percentage points in July to 7.6 percentage points in August, even though no competitor grew by more than 0.8 points. Third, and separately, Mortgage Professionals Canada's presence-to-recommendation conversion lags a smaller peer. Alberta Mortgage Brokers Association turns 6.87% presence into 2.29% valid recommendation coverage, while Mortgage Professionals Canada turns a much larger 54.96% presence into only 8.4% valid recommendation coverage. Measured as coverage relative to presence, Alberta Mortgage Brokers Association converts roughly one in three appearances into a valid recommendation; Mortgage Professionals Canada converts roughly one in seven. The more important issue is what that conversion gap means for Mortgage Professionals Canada's recommendation position as its lead narrows.

None of this changes the category leader as of August 2026. But a leader that lost 13.3 points of coverage in a single month, while a smaller, more sentiment-favorable peer (0.78 net sentiment vs. 0.61) converts its own presence into recommendations more efficiently, has a measurable and unexplained competitive problem, not just a comfortable lead. The benchmark records the decline and the narrowing gap; it does not, by itself, establish why either occurred.

Highest-priority diagnostic: What changed between July 2026 and August 2026 — in Mortgage Professionals Canada's content, citations, or AI-surface presence — that caused a 13.3-point valid recommendation coverage decline while overall category observation volume grew, and why does a much smaller peer convert its presence into recommendations at roughly double Mortgage Professionals Canada's rate?

Recommendation Coverage Movement

Largest Decline: Mortgage Professionals Canada

Mortgage Professionals Canada moved from 21.7% valid recommendation coverage in July 2026 to 8.4% in August 2026, a decline of 13.3 percentage points that exceeded normal month-to-month variation. Presence also moved lower, from 64.1% raw mention presence in July 2026 to 55.0% in August 2026, though that move was within normal variation. The company's top-three rate and rank-one rate each moved from 5.7% in July 2026 to 5.3% in August 2026. Despite the decline, Mortgage Professionals Canada remains the category leader by a wide margin — but the size and speed of the decline, combined with a narrowing gap to competitors, is the clearest open question in this month's data.

Category Leader: Mortgage Professionals Canada

Mortgage Professionals Canada remains the leader with 8.4% valid recommendation coverage in August 2026, even after the decline from 21.7% in July 2026. The gap to the next-closest brand narrowed from 21.7 percentage points in July 2026 to 7.6 percentage points in August 2026, as the follower brands gained modestly while the leader declined. Mortgage Professionals Canada also holds the top rank-one rate at 5.34% in August 2026.

Recommendation Placement Snapshot

Coverage alone does not show how prominently a brand is recommended. The leading brands show distinct placement patterns as of August 2026.

Mortgage Professionals Canada converts nearly all of its top-three placements into first-position recommendations, as do Alberta Mortgage Brokers Association and REMIC. Close coverage rates can still hide different first-position rates; for example, Canadian Mortgage Brokers Association appears in the top three in 0.76% of observations in August 2026 but never at rank one.

Buyer-Intent Distribution

In both July 2026 and August 2026, all qualified observations fell into the Brand Recommendation class.

The current public series measures Brand Recommendation discovery and does not yet contain qualified observations in the Pricing & Value or Multi-Brand Comparison classes.

Historical Measurement Record

This is an evergreen benchmark URL. New measurements are added to the same report.

Evidence and Source Layer

The benchmark is built from prompt-level observations that retain the query, AI/search surface, answer, brand outcome, recommendation placement, sentiment, and, where exposed, citations or attributable evidence sources. Source presence is evidence about the information environment. It is not automatically proof that the source caused the recommendation.

Scope Boundaries

This public benchmark does not measure market share, attributable sales, every possible AI response, organic-search ranking, social mention volume, private or sponsored channels, or causality from a metric movement alone. The benchmark records the change. It does not, by itself, establish why the change occurred.

About This Benchmark

The LLM Authority Index AI Market Discovery Index is a neutral industry benchmark tracking how AI search and chat surfaces recommend brands in response to real user queries. Each monthly measurement is built from qualified observations across six canonical AI surface families.

• AI Market Discovery Methodology
• AI Market Discovery Metric Definitions
• AI Market Discovery Research Standards
• Modeled AI Authority Value

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