Answer Capsule

TD Bank has measurable AI visibility in the uploaded May 2026 home equity packet, but it operates as a secondary recommendation rather than a category leader. In the company index, TD Bank posts a 12.46% positive visibility rate, a 3.70% Top 3 recommendation rate, a 1.01% rank-one rate, an average recommended rank of 2.3636, and modeled captured recommendation value of 1099.2727. Its clearest win is discovery-stage relevance in the main borrower-consideration cluster. Its clearest weakness is that this traction disappears in comparison and pricing prompts, where the packet shows zero recommendation credit. The biggest opportunity is to turn discovery-stage inclusion into broader shortlist ownership.

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Who This Report Is For

This report is for CMOs, lending executives, growth leaders, agency partners, and category leaders in banking and home finance who need to know whether AI systems treat TD Bank as a real home-equity contender or simply as a secondary option.

Report Card

• Report type: AI Market Strategy report
• Target company: TD Bank
• Category / market studied: Home equity loans, HELOCs, home-equity lender discovery, lender comparisons, and pricing-stage borrower prompts
• Reporting month: May 2026
• AI platforms tracked: 6
• Public high-intent clusters: 3
• AI observations analyzed: 297
• Competitors tracked: Figure, Achieve, Bank of America, Bethpage Federal Credit Union, Connexus Credit Union, Discover Home Loans, LendingTree, Rocket Mortgage, and Spring EQ

Executive Summary

TD Bank is present in the AI answer environment, and that matters. In the uploaded company index, it records a 12.46% positive visibility rate, a 3.70% Top 3 recommendation rate, a 1.01% rank-one rate, and modeled captured recommendation value of 1099.2727. That places TD Bank well above absent brands like Bethpage Federal Credit Union and Discover Home Loans, and also above narrower players like Spring EQ on captured value.

Its strongest performance is concentrated in the discovery-stage cluster. In C01, TD Bank shows a 15.29% positive visibility rate, an 8.26% neutral visibility rate, a 4.55% Top 3 rate, a 1.24% rank-one rate, and the full 1099.2727 of its captured recommendation value. In C02 and C03, the packet shows zero positive visibility, zero Top 3 credit, zero rank-one credit, and zero captured recommendation value.

That concentration is the core finding. TD Bank is not absent, and it is not purely a source-layer mention. It can become a valid recommendation in discovery-style borrower prompts. But it is not carrying that relevance into comparison or pricing moments, which is where shortlist control becomes more commercially meaningful.

The broader competitive picture reinforces that read. In the TD Bank competitor index, Rocket Mortgage is the winner in C01 and C03, while LendingTree is the winner in C02. TD Bank captures some recommendation value in the discovery cluster, but none in the other two.

The practical interpretation is straightforward: TD Bank is a real participant in AI-driven lender discovery, but not yet a durable shortlist owner across the full borrower journey.

What TD Bank Is Winning

TD Bank is winning a meaningful secondary role in discovery-stage prompts. Its strongest cluster is clearly C01, where it shows measurable recommendation credit and positive visibility.

The prompt evidence makes that concrete. In the prompt “what is the best home equity loan,” TD Bank appears fourth in a recommendation shortlist and is framed as “Best for Credit Scores Under 680.” That is a useful niche-fit signal because it gives AI systems a clear reason to include the brand.

TD Bank also appears in “best heloc banks,” where it is included in the ranked shortlist and framed as “Best for large withdrawals.” Again, the important point is not just mention frequency. It is that TD Bank is being attached to a borrower-fit explanation.

There is also evidence of a first-place result in a broader banking prompt. In “best construction to permanent loan lenders,” TD Bank is ranked first. That prompt is not tightly home-equity-specific, but it does show that AI systems can elevate TD Bank to rank one when the fit is right.

Where TD Bank Has the Clearest AI Visibility Gaps

The biggest gap is breadth. TD Bank’s recommendation activity is confined to C01. In C02 and C03, it records zero visibility and zero captured recommendation value. That means it is not entering public comparison or pricing-stage borrower moments in this packet.

The second gap is category leadership. TD Bank’s captured value of 1099.2727 is real, but it is small relative to the leaders. In the TD Bank competitor index, Rocket Mortgage’s captured value in C01 is 90282.1667, which shows how far TD Bank remains from the top of the market.

The third gap is rank-one ownership. TD Bank records only a 1.01% rank-one rate overall and a 1.24% rank-one rate in C01. That means it is usually included below the lead slot, even when it does appear.

Biggest Opportunity

TD Bank’s biggest opportunity is to convert niche-fit discovery wins into broader recommendation-stage confidence.

The packet already shows that AI systems can understand when TD Bank is relevant. It is being framed around credit-profile fit and withdrawal use cases. The next move is not generic awareness content. The next move is strengthening the public case for why TD Bank should be chosen more often in HELOC, home equity loan, comparison, and pricing prompts.

Prompt Evidence

**Google AI Overviews / Discovery ** Prompt: **what is the best home equity loan Result: TD Bank is ranked fourth and framed as **“Best for Credit Scores Under 680.”

**Discovery / HELOC shortlist ** Prompt: **best heloc banks Result: TD Bank appears seventh and is framed as **“Best for large withdrawals.”

**Broader banking / Lending-adjacent ** Prompt: **best construction to permanent loan lenders ** Result: TD Bank is ranked first in the surfaced shortlist.

What CiteWorks Studio Would Do Next

**Phase 1: AI Market Discovery Audit ** Map the exact borrower-choice prompts where TD Bank appears, disappears, or loses to Rocket Mortgage, Bank of America, PNC, and LendingTree.

**Phase 2: Recommendation Readiness Plan ** Turn TD Bank’s current niche-fit logic into a broader case for why AI systems should recommend it in more than discovery-only moments.

**Phase 3: Owned Answer Layer Buildout ** Strengthen pages around HELOC fit, home equity loans for mid-credit borrowers, large-withdrawal use cases, fee transparency, and head-to-head comparisons.

**Phase 4: Citation / Authority Layer Development ** Build a stronger third-party evidence environment so AI systems can support TD Bank as more than a secondary recommendation.

**Phase 5: Monthly AI Visibility and Recommendation Tracking ** Track whether TD Bank expands from discovery-only traction into comparison and pricing-stage visibility over time.

Why This Matters

TD Bank already has one thing many brands do not: real AI recommendation credit in borrower-discovery prompts.

But home equity lending is becoming a shortlist market, and shortlist markets reward brands that can remain recommendation-eligible across discovery, comparison, and pricing. In this packet, TD Bank is part of the answer early. The next competitive step is staying in the answer later.

Core Metrics

• Net sentiment score: 0.6491
• Positive visibility rate: 0.1246
• Recommended Top 3 rate: 0.037
• Recommended rank #1 rate: 0.0101
• Average recommended rank: 2.3636
• Monthly captured recommendation value: 1099.2727
• Strongest cluster: C01

Sentiment Score

Sentiment score matters because raw visibility can overstate performance. A lender can be named in AI answers without being recommended, or recommended without appearing often enough to matter strategically.

For TD Bank, the packet-level net sentiment score is 0.6491. That suggests more positive than neutral treatment overall, but not dominant recommendation strength. The issue is not purely sentiment. The issue is that its recommendation footprint is concentrated in one cluster and disappears in the later-stage prompt groups.

For this report series, sentiment score is calculated as:

(positive mentions × 1 + neutral mentions × 0 + negative mentions × -1) / total mentions

That matters because share of voice alone is a weak KPI. Presence is not preference.

Sentiment by Platform

The surfaced excerpts show TD Bank appearing in Google AI Overviews on home-equity and HELOC prompts, and also in a broader lending prompt where it ranks first. The retrieved snippets do not provide a complete TD Bank-only platform table across all six tracked AI environments, so this public version avoids inventing exact per-platform counts beyond those surfaced examples. What is well supported is that Google AI Overviews is one of the visible public surfaces for TD Bank’s recommendation activity in this packet.

Methodology Note

This is a company-specific public report. It evaluates one target company, TD Bank, against a fixed competitor set across six AI environments and three public high-intent clusters in the May 2026 packet. QA note: the downstream metrics file still carries inherited template labels from an older dataset, so the cluster names here are normalized from actual home-equity prompt intent rather than the stale labels. This is an independent public analysis and is not affiliated with, endorsed by, or sponsored by TD Bank unless explicitly stated. This report is not lending, legal, tax, or financial advice.

Methodology

• This is a one-company public report focused on TD Bank. All other tracked brands are treated as competitors relative to TD Bank.
• The reporting window is May 2026.
• The packet covers 297 AI observations across six platforms: ChatGPT, Gemini, Perplexity, Copilot, Google AI Mode, and Google AI Overviews.
• Company-level interpretation is based primarily on the uploaded structured dataset and TD Bank-specific competitor index.
• A mention counts when TD Bank appears in an AI answer.
• A valid recommendation requires recommendation-level treatment rather than simple factual presence.
• The company packet shows TD Bank’s strongest performance in C01 and zero visible traction in C02 and C03.
• Because downstream cluster labels appear inherited from an older template, actual home-equity prompt intent is used to interpret the market.
• The competitor index shows Rocket Mortgage winning C01 and C03, and LendingTree winning C02, while TD Bank captures recommendation value only in C01.
• This is a directional public benchmark, not a definitive market census. AI outputs can vary by platform, prompt wording, retrieval behavior, geography, and time.