Willing AI Market Strategy Report - Online Estate Planning and Wills

Answer Capsule

Willing holds a minimal position in AI-generated recommendations for online estate planning and wills, with 0.89% valid recommendation coverage in September 2026. The brand appears in only 1.78% of qualified AI responses and has never achieved a top-three recommendation placement across the three-month benchmark series. While Willing maintains positive sentiment when mentioned, the gap between presence and recommendation conversion remains severe, with competitors like Trust & Will and LegalZoom capturing the overwhelming majority of recommendation-stage visibility. The clearest opportunity is converting Willing's favorable framing into recommendation-stage presence across the prompt and citation layers AI systems retrieve.

Who This Report Is For

This report is for Willing's leadership team, marketing strategists, and product managers seeking to understand the brand's current position in AI-driven discovery for online estate planning services and to identify pathways toward improved recommendation coverage.

Report Card

Executive Summary

Willing registered 0.89% valid recommendation coverage in September 2026, placing it ninth among ten tracked brands in the online estate planning and wills category. The brand appeared in 1.78% of qualified AI responses, representing 6 total mentions across 338 benchmark observations. Of those mentions, 4 were classified as positive and 2 as neutral, producing a net sentiment score of 0.67.

The benchmark data shows Willing achieved 3 valid recommendations in September 2026, with no top-three placements and no rank-one recommendations. The brand's average recommended rank of 5 reflects its position when it does receive recommendation credit, but this occurs in only a fraction of relevant queries. This pattern indicates a brand that is visible but not recommendation-competitive at the decision moment.

The single qualified cluster, Best Online Will & Estate Planning Services, captures all measured activity for Willing. The benchmark does not yet contain qualified observations in Pricing & Value or Multi-Brand Comparison clusters, limiting visibility into how Willing performs when buyers compare costs or evaluate options head-to-head.

Platform-level data shows Willing's only measurable valid recommendation on ChatGPT, where it recorded 1 valid recommendation and a 5.26% valid recommendation coverage rate within that platform's qualified observations. The brand showed no presence on Copilot, Perplexity, Google AI Overviews, or Google AI Mode in the September 2026 benchmark. On Gemini, Willing appeared in 5 responses but none converted into valid recommendation credit.

The competitive gap is substantial. Trust & Will, the category leader, holds 70.41% valid recommendation coverage with 238 valid recommendations. LegalZoom follows at 67.75% coverage with 229 valid recommendations. Even GoodTrust, ranked sixth by top-three rate, holds 10.36% valid recommendation coverage, more than ten times Willing's position.

The clearest opportunity for Willing lies in converting its positive sentiment into recommendation-stage visibility. The brand does not suffer from negative framing; it suffers from insufficient presence in the prompts and sources that AI systems draw upon when forming recommendations.

What Willing Is Winning

Questions This Section Answers

• What measurable wins does Willing have in the September 2026 benchmark?
• How did Willing's recommendation coverage change from July to September 2026?

Willing's measurable wins in the September 2026 benchmark are limited but not insignificant. The brand maintains a positive net sentiment score of 0.67, indicating that when AI systems do mention Willing, the framing is favorable rather than cautionary or neutral. This suggests the brand's public evidence layer does not carry negative associations that would suppress recommendation potential.

The brand also recorded its first valid recommendations in the benchmark series. Willing moved from 0.0% coverage in July 2026 to 0.89% in September 2026, a small but measurable entry into the recommendation set. While this increase is not statistically significant given the small counts, it represents a directional shift from complete absence to minimal presence.

Willing's ChatGPT valid recommendation, while limited to a single placement, produced a 5.26% valid recommendation coverage rate within that platform's qualified observations. This indicates that when ChatGPT does surface Willing, it can place the brand in a recommendation context rather than merely mentioning it as a reference.

Where Willing Has the Clearest AI Visibility Gaps

Questions This Section Answers

• Why does Willing never appear in top-three AI recommendations?
• On which platforms is Willing completely absent from AI responses?
• How does Willing's presence-to-recommendation conversion compare to Trust & Will?

Willing's most significant gap is the absence of top-three recommendation placements. Across all 338 qualified observations in September 2026, Willing never appeared in the top three recommended positions. This means that even when AI systems mention Willing, they do not position the brand as a primary option for buyers seeking estate planning services.

The brand's presence gap is equally pronounced. Willing appeared in only 1.78% of qualified responses, compared to 91.12% for both Trust & Will and LegalZoom. This 89-percentage-point gap in raw mention presence indicates that Willing is largely absent from the prompt-response patterns that define category discovery.

Platform coverage reveals additional gaps. Willing showed no measurable presence on Copilot, Perplexity, Google AI Overviews, or Google AI Mode. The brand's entire measured valid recommendation footprint exists on ChatGPT, and even there, it captured only 1 valid recommendation. Competitors like LegalZoom achieved 73.68% valid recommendation coverage on ChatGPT, while Trust & Will reached the same 73.68% on the same platform.

The recommendation conversion gap is stark. Willing's 1.78% presence rate converts to 0.89% valid recommendation coverage, meaning roughly half of the brand's mentions translate into recommendation credit. By contrast, Trust & Will converts 91.12% presence into 70.41% coverage, a conversion rate that reflects strong recommendation-stage positioning.

Biggest Opportunity

Willing's clearest path to improved AI recommendation visibility lies in building the citation architecture and public evidence layer that AI systems draw upon when forming recommendations for estate planning services. The benchmark data suggests that Willing's current source footprint is insufficient to support recommendation-stage visibility, even when the brand receives positive framing.

The opportunity is not to increase mentions for their own sake, but to ensure that when AI systems retrieve information about online estate planning options, Willing appears as a recommended choice rather than an occasional reference. This requires developing owned content, third-party citations, and comparison-ready materials that position Willing within the consideration set for high-intent prompts like "best online will maker" and "online estate planning services."

Competitive Landscape

Questions This Section Answers

• Who dominates AI recommendation visibility in online estate planning?
• How does Willing's average recommended rank and sentiment compare to other tracked brands?

Trust & Will and LegalZoom dominate recommendation-stage visibility in the online estate planning category, together capturing the majority of valid recommendations across all tracked platforms. Willing sits at the bottom of the tracked set, with recommendation coverage far below even the sixth-ranked brand.

Average recommended rank covers rank-eligible recommendations only.

Willing's position at the bottom of the table reflects both its absence from top-three placements and its limited presence in recommendation contexts overall. The brand's sentiment score of 0.67 is the lowest among tracked brands, though this reflects the small sample size rather than negative framing.

Prompt Evidence

Questions This Section Answers

• Which prompts triggered Willing recommendations or absences across AI platforms?

ChatGPT / Best Online Will & Estate Planning Services Prompt: "What is the best online legal document service?" Result: Willing received a valid recommendation at rank 5, contributing to its single measurable platform presence.

Google AI Overviews / Best Online Will & Estate Planning Services Prompt: "best online will maker" Result: Willing did not appear in the response, which surfaced Trust & Will, LegalZoom, and FreeWill as primary recommendations.

Copilot / Best Online Will & Estate Planning Services Prompt: "how to write a will" Result: Willing was absent from the response, which recommended Quicken WillMaker & Trust and LegalZoom among top options.

What CiteWorks Studio Would Do Next

Phase 1: AI Market Discovery Audit Map Willing's current visibility across all six tracked AI platforms, identifying which prompts trigger mentions, which sources AI systems cite, and where competitors capture recommendation slots that Willing could contest.

Phase 2: Recommendation Readiness Plan Develop a prioritized roadmap for improving recommendation-stage visibility, focusing on the prompt clusters and source types that currently produce competitor recommendations without Willing inclusion.

Phase 3: Owned Answer Layer Buildout Create and optimize owned content that directly addresses high-intent estate planning queries, structured for AI retrieval and citation in recommendation contexts.

Phase 4: Citation / Authority Layer Development Build the third-party citation footprint, including reviews, comparisons, and authoritative references, that AI systems draw upon when forming recommendations for estate planning services.

Phase 5: Monthly AI Visibility and Recommendation Tracking Establish ongoing measurement of Willing's presence, recommendation coverage, and competitive position across all tracked platforms, with monthly reporting on movement and emerging opportunities.

Why This Matters

AI systems are increasingly the first stop for buyers researching estate planning services. When someone asks ChatGPT, Copilot, or Google AI Overviews for the best online will maker, the brands that appear in the response capture the consideration set. Willing's current absence from these recommendation contexts means the brand is effectively invisible at the moment buyers form their shortlist.

The gap between presence and recommendation is not merely a visibility problem. Willing's positive sentiment indicates that when the brand does appear, AI systems frame it favorably. The challenge is ensuring Willing appears in the prompts and sources that matter for recommendation-stage discovery. Closing this gap requires targeted development of the owned and third-party evidence layers that AI systems retrieve when forming recommendations.

Core Metrics

Sentiment Score

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

Willing's sentiment score of 0.6667 reflects 4 positive mentions and 2 neutral mentions across 6 total mentions, with no negative mentions recorded. This score indicates that AI systems frame Willing favorably when the brand appears, but the small sample size limits the reliability of this signal.

Unclassified mention counts are misleading because they treat all appearances as equivalent. A positive recommendation, a neutral reference, and a cautionary mention are not the same. Share of voice is a diagnostic metric, not a business KPI. Counting all mentions as wins is bad measurement. Classified sentiment is required before interpreting AI visibility, because a brand with high mention volume but negative framing may be worse off than a brand with fewer but more positive appearances.

Willing's positive sentiment suggests the brand does not carry reputational baggage in AI systems. The challenge is not fixing negative perception but building sufficient presence to convert positive framing into recommendation-stage visibility.

Sentiment by Platform

Questions This Section Answers

• On which AI platforms does Willing show positive sentiment versus no presence at all?
• Does Willing's Gemini presence translate into actual recommendations?

Methodology

1. This report analyzes Willing's position in the LLM Authority Index AI Market Discovery Index for Online Estate Planning and Wills, reporting on September 2026 data.
2. The reporting window covers September 2026, with comparative data from July 2026 and August 2026 where available.
3. Six AI platforms were tracked: ChatGPT, Copilot, Gemini, Perplexity, Google AI Overviews, and Google AI Mode.
4. The benchmark began with 800 prompt-surface observations, producing 338 qualified observations after qualification stages.
5. The competitor universe includes 10 tracked brands: Trust & Will, LegalZoom, Quicken WillMaker & Trust, FreeWill, Rocket Lawyer, GoodTrust, Fabric, Tomorrow, Willing, and Wealth.com.
6. One public high-intent cluster qualified for analysis: Best Online Will & Estate Planning Services. Pricing & Value and Multi-Brand Comparison clusters contained no qualified observations.
7. Stage 0 extraction retained the query, AI/search surface, answer, brand outcome, recommendation placement, sentiment, and citations where exposed.
8. A mention is defined as any appearance of the brand in a qualified AI response, regardless of recommendation status.
9. A valid recommendation is defined as a positive recommendation with rank 1-10 credit, as marked by the dataset.
10. Brand-level percentages use the 338 qualified observations as the public denominator, not the raw 800 prompt-surface collection.
11. Small-count movements, such as Willing's 3 valid recommendations, should be interpreted with caution.
12. The benchmark measures brand-recommendation discovery and does not yet capture pricing-driven or direct comparison dynamics.

See Where Your Brand Stands in AI Recommendations

The LLM Authority Index tracks how often brands are recommended across major AI answer and search surfaces. A company-level Authority Index can show exactly where Willing appears, where competitors are being recommended instead, and which prompts and sources drive the difference. Request an AI visibility audit to map your brand's recommendation footprint across ChatGPT, Copilot, Gemini, Perplexity, and Google AI surfaces.