Liberty Settlement Funding (now part of Experity Ventures, dba Liberty Legal Funding) AI Market Strategy Report - Structured Settlements

Answer Capsule

Liberty Settlement Funding recorded no qualified AI visibility in September 2026, appearing in zero of 169 qualified benchmark observations across six AI surface families. The brand holds no raw mention presence, no valid recommendation coverage, no top-three placement, and no rank-one placement in the current measurement period. This is not a decline story: the brand also recorded zero presence in July 2026, meaning the absence is consistent across the three-month series. The clearest opportunity is foundational: establishing any retrievable public evidence layer that AI systems can surface when buyers ask which structured settlement companies to use.

Who This Report Is For

This report is for Liberty Settlement Funding leadership, Experity Ventures stakeholders, and category strategists evaluating why a recognized structured settlement brand is absent from AI-generated recommendations while competitors hold measurable recommendation share.

Report Card

Executive Summary

Liberty Settlement Funding is absent from the September 2026 AI recommendation landscape in structured settlements. Across 169 qualified benchmark observations, the brand recorded zero raw mentions, zero valid recommendations, zero top-three placements, and zero rank-one placements. Its sentiment score is 0.0, reflecting the absence of any classified mention rather than a neutral framing outcome.

The absence is not new. The LLM Authority Index historical record shows Liberty Settlement Funding at 0.0% valid recommendation coverage in July 2026 as well, with no change recorded across the three-month series. This is a persistent visibility gap, not a single-month anomaly.

The category itself compressed during the same period. Valid recommendation shortlist share across the structured settlements benchmark fell from 48.6% in July 2026 to 33.1% in September 2026, a 15.5-point decline. A smaller portion of AI answers produced valid recommendation shortlists in September, which means the pool of recommendation slots available to all brands narrowed. For a brand with zero presence, that compression compounds the challenge: fewer recommendation opportunities exist, and Liberty Settlement Funding is capturing none of them.

J.G. Wentworth leads the category at 35.5% valid recommendation coverage despite a 13.1-point decline from July. DRB Capital holds second at 24.9%, and CBC Settlement Funding is third at 18.9%. These three brands absorb the majority of recommendation credit in the category. The remaining tracked brands, including Liberty Settlement Funding, hold minimal or zero coverage.

The brand's absence spans all six tracked AI surface families. No platform recorded a single qualified observation mentioning Liberty Settlement Funding. This is consistent across ChatGPT, Copilot, Gemini, Perplexity, Google AI Overviews, and Google AI Mode.

The clearest opportunity is foundational visibility. Before Liberty Settlement Funding can compete for recommendation placement, it must first appear in AI-generated answers at all. That requires building a retrievable public evidence layer that AI systems can surface when buyers ask which structured settlement companies to consider.

What Liberty Settlement Funding Is Winning

The data does not show evidence-backed wins for Liberty Settlement Funding in the September 2026 benchmark. The brand recorded zero presence, zero recommendations, zero top-three placements, and zero rank-one placements across all tracked platforms and clusters.

This section is included for completeness. When a brand has no measurable AI visibility, the honest assessment is that there are no wins to report from the current dataset. The absence itself is the finding.

Where Liberty Settlement Funding Has the Clearest AI Visibility Gaps

Questions This Section Answers

• How large is Liberty Settlement Funding's AI visibility gap compared to category leaders like J.G. Wentworth and DRB Capital?
• Which buyer cluster represents the most acute recommendation gap for the brand?

Liberty Settlement Funding is absent from every measured dimension of AI recommendation visibility in structured settlements. The brand does not appear in any of the 169 qualified observations, does not receive recommendation credit in any cluster, and does not register on any of the six tracked AI platforms.

The gap is most acute in the brand recommendation cluster, which is the only cluster with qualified observations in the current benchmark. This cluster captures buyers asking which structured settlement company to use and receiving a direct brand answer. Competitors including J.G. Wentworth, DRB Capital, and CBC Settlement Funding appear in this cluster with measurable recommendation rates. Liberty Settlement Funding does not appear at all.

The comparison to category leaders sharpens the gap. J.G. Wentworth holds 84.0% raw mention presence and 35.5% valid recommendation coverage. DRB Capital holds 42.0% raw mention presence and 24.9% valid recommendation coverage. CBC Settlement Funding holds 41.4% raw mention presence and 18.9% valid recommendation coverage. Even brands with minimal visibility, such as Strategic Capital at 4.1% raw mention presence and Novation Settlement Solutions at 6.5% raw mention presence, register some AI presence. Liberty Settlement Funding registers none.

The brand also shows no presence in the pricing and value or multi-brand comparison clusters. However, these clusters contained zero qualified observations in September 2026, so the absence in those clusters is a category-level measurement limitation rather than a brand-specific gap.

The pattern suggests that AI systems are not retrieving or synthesizing any public source that would surface Liberty Settlement Funding when buyers ask structured settlement questions. Whether this reflects a lack of retrievable content, a brand name transition issue following the Experity Ventures acquisition, or a citation architecture gap cannot be determined from the benchmark data alone. What the data shows is a complete absence of AI recommendation presence.

Biggest Opportunity

Questions This Section Answers

• What is the clearest path from zero AI presence to recommendation eligibility in structured settlements?
• Why is the brand recommendation cluster the highest-priority opportunity compared to other buyer-intent clusters?

The single biggest opportunity for Liberty Settlement Funding is establishing baseline AI visibility in the brand recommendation cluster. This is the only cluster with qualified observations in the current benchmark, and it captures the highest-intent buyer question: which structured settlement company should I use?

Competitors are being recommended in this cluster. Liberty Settlement Funding is not. The path from zero presence to recommendation eligibility requires building a public evidence layer that AI systems can retrieve and synthesize. That means owned content that clearly states what the brand does, who it serves, and why it is a credible option, supported by third-party sources that AI systems already trust in this category.

The opportunity is not to outrank J.G. Wentworth immediately. It is to become visible at all, then to convert that visibility into recommendation credit over time.

Competitive Landscape

Questions This Section Answers

• Where does Liberty Settlement Funding rank against the nine tracked competitors in top-three and rank-one recommendation rates?
• Why is Liberty Settlement Funding's absence a standalone visibility gap rather than a brand architecture decision like Peachtree's?

J.G. Wentworth holds dominant recommendation-stage strength in structured settlements, with DRB Capital as the strongest challenger and CBC Settlement Funding as the most improved brand. Liberty Settlement Funding sits outside the recommendation set entirely, with no measurable presence in the September 2026 benchmark.

Average recommended rank covers rank-eligible recommendations only.

Liberty Settlement Funding's position at the bottom of the table reflects zero recommendation activity across all measured dimensions. The brand is tied with Peachtree Financial Solutions, which is owned and operated by J.G. Wentworth and has no distinct executive team. Unlike Peachtree, Liberty Settlement Funding operates as a distinct brand under Experity Ventures, making its absence a standalone visibility gap rather than a brand architecture decision.

Prompt Evidence

Questions This Section Answers

• Which competitor brands received recommendation credit on high-intent buyer prompts where Liberty Settlement Funding was absent?
• What buyer questions in the brand recommendation cluster are competitors answering while Liberty Settlement Funding records zero presence?

The September 2026 benchmark data does not include prompt-level examples showing Liberty Settlement Funding appearing in AI responses, because the brand recorded zero mentions across all qualified observations. The following prompt examples from the brand recommendation cluster illustrate the types of buyer questions where competitors are being recommended and Liberty Settlement Funding is not.

ChatGPT / Brand Recommendation Prompt: "What is the best settlement loan company?" Result: J.G. Wentworth and DRB Capital received recommendation credit; Liberty Settlement Funding did not appear.

Google AI Overviews / Brand Recommendation Prompt: "structured settlement buyer" Result: J.G. Wentworth held the strongest presence at 88.6% mention rate; Liberty Settlement Funding was absent.

Copilot / Brand Recommendation Prompt: "sell structured settlement payments" Result: DRB Capital led with 38.1% top-three rate; Liberty Settlement Funding recorded no presence.

Perplexity / Brand Recommendation Prompt: "sell my settlement" Result: DRB Capital and J.G. Wentworth received recommendation credit; Liberty Settlement Funding was not mentioned.

What CiteWorks Studio Would Do Next

Phase 1: AI Market Discovery Audit Map every prompt, platform, and competitor pattern where Liberty Settlement Funding is absent, and identify which sources AI systems are retrieving when they recommend competitors in the brand recommendation cluster.

Phase 2: Recommendation Readiness Plan Define the specific prompt categories and buyer questions where Liberty Settlement Funding should appear, and prioritize the clusters with the highest commercial intent and clearest path to recommendation eligibility.

Phase 3: Owned Answer Layer Buildout Build brand-owned content that directly answers the questions AI systems are fielding, including clear statements of what Liberty Settlement Funding does, who it serves, and why it is a credible option for structured settlement buyers.

Phase 4: Citation / Authority Layer Development Establish third-party sources, industry references, and authoritative mentions that AI systems can retrieve and synthesize when forming recommendations in the structured settlements category.

Phase 5: Monthly AI Visibility and Recommendation Tracking Measure presence, recommendation coverage, top-three placement, and rank-one placement month over month to track progress from zero visibility toward recommendation eligibility.

Why This Matters

Questions This Section Answers

• Why is AI recommendation presence a presence problem rather than a ranking or sentiment problem for Liberty Settlement Funding?
• What happens to structured settlement brands that do not appear in AI-generated shortlists?

AI systems are becoming a primary discovery layer for buyers researching structured settlement options. When a buyer asks which company to use, AI-generated recommendations shape the shortlist before the buyer ever visits a website or makes a call. Brands that appear in those recommendations capture consideration at the decision moment. Brands that do not appear are invisible to that buyer.

Liberty Settlement Funding's absence from AI recommendations is not a ranking problem or a sentiment problem. It is a presence problem. The brand does not appear in any AI-generated answer in the current benchmark, which means it is not part of any buyer shortlist formed through AI discovery. Closing that gap requires building the public evidence layer that AI systems retrieve, then converting that visibility into recommendation credit over time.

Core Metrics

Sentiment Score

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

Liberty Settlement Funding's sentiment score is 0.0000, reflecting zero classified mentions. This is not a neutral framing outcome. It is an absence of any mention at all.

Sentiment scoring matters because unclassified mention counts are misleading. A brand that appears in AI answers as a positive recommendation, a neutral reference, a cautionary mention, or a competitor-displaced comparison anchor is not experiencing the same outcome. Counting all mentions as equivalent wins is bad measurement. Classified sentiment is required before interpreting AI visibility.

For Liberty Settlement Funding, the sentiment score of 0.0000 should be read as "no data" rather than "neutral sentiment." The brand has no mentions to classify, which means sentiment analysis cannot yet provide useful signal. The priority is establishing presence first, then measuring how that presence is framed.

Sentiment by Platform

Methodology

1. This report is a benchmark-based analysis of Liberty Settlement Funding's AI recommendation visibility in the structured settlements category for September 2026. It is not a client implementation case study.
2. The reporting window is September 2026, with comparison data from July 2026 and August 2026 where available.
3. Six AI surface families were tracked: ChatGPT, Copilot, Gemini, Perplexity, Google AI Overviews, and Google AI Mode.
4. The September 2026 benchmark analyzed 169 qualified observations from a raw collection of 708 prompt-surface observations representing 442 unique questions.
5. The competitor universe includes nine tracked brands: J.G. Wentworth, DRB Capital, CBC Settlement Funding, Fairfield Funding, Stone Street Capital, Strategic Capital, Novation Settlement Solutions, SenecaOne, and Peachtree Financial Solutions.
6. Three public high-intent clusters were defined: Best Structured Settlement Buyers and Companies (consideration stage), Structured Settlement Company Comparisons (evaluation stage), and Structured Settlement Pricing, Rates and Offers (decision stage). Only the brand recommendation cluster contained qualified observations in September 2026.
7. Stage 0 extraction identified brand mentions, recommendation placement, sentiment classification, and citation sources where exposed. The qualified benchmark set applies both relevance and qualification filters before calculating brand-level percentages.
8. A mention is defined as any appearance of the brand name in an AI-generated response within the qualified observation set.
9. A valid recommendation is defined as a positive recommendation context where the brand appears in a credible shortlist or recommendation position, as classified by the benchmark extraction process.
10. Top-three rate measures the share of qualified observations where the brand appears in a top-three recommendation position. Rank-one rate measures the share where the brand is the first recommendation.
11. Average recommended rank covers rank-eligible recommendations only. Brands with no rank-eligible recommendations receive N/A for this metric.
12. The 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 metric movement alone. Source presence is evidence about the information environment, not proof that a source caused a recommendation.

Get Your AI Visibility Audit

The public benchmark shows where Liberty Settlement Funding stands in AI-generated recommendations. A company-level audit maps the specific prompts, competitors, and sources shaping that position, and identifies the clearest path from zero visibility to recommendation eligibility.