How AI Search Is Recommending Structured Settlements: Monthly Trends

Executive Summary

J.G. Wentworth remains the coverage leader in October 2026, but the category's competitive shape changed materially this month. The leader's valid recommendation coverage sits at 40.3%, ahead of DRB Capital at 29.9%, a 10.4-point gap, within an October qualified benchmark of 154 observations. Peachtree Financial Solutions entered the qualified benchmark for the first time at 36.4%, immediately becoming the second-most-covered brand in the category, a jump of 36.4 points from its 0.0% baseline in July 2026. That is the largest riser of the month and the only significant upward move recorded in October.

Fairfield Funding is the sharpest decliner, falling from 17.9% in July 2026 to 9.1% in October 2026, down 8.8 points and now on a three-month losing streak. Its 9.1% coverage in October is the lowest reading the brand has posted in the series, and the fall is a significant move against the July baseline. J.G. Wentworth's own movement from July to October is down 8.3 points, though that change sits within normal variation for the leader given its larger coverage base.

Against the prior month, the picture is a rebound, not a continued decline. J.G. Wentworth recovered 4.8 points from September 2026 to October, DRB Capital rose 5.0 points, CBC Settlement Funding rose 3.8 points, and Stone Street Capital regained 5.4 points. These are not significant single-month moves, but they reverse the direction of the September report and indicate that the September compression did not extend into October for most of the field.

Each monthly run begins with 559 prompt-surface observations (345 unique questions) in July 2026 and 699 (428 unique questions) in October 2026 across the benchmark's defined AI/search surface universe. Of those, 559 in July and 698 in October mentioned a tracked brand or competitor; 403 in July and 458 in October were relevant, and 156 in July and 240 in October were irrelevant. The public metrics use the 212 qualified observations in July 2026 and the 154 in October 2026 that survive both qualification stages. August and September sat between these two points with 164 and 169 qualified observations respectively.

Key Findings

AI Response Inconsistency Alerts

Questions This Section Answers

• Where did AI platforms give conflicting factual answers about structured settlement providers this month?
• Which types of structured settlement product and pricing details remained unresolved across AI platforms?

The benchmark's conflict detection surfaced 45 critical or high severity factual inconsistencies across six AI platforms (ChatGPT, Copilot, Gemini, Google AI Mode, Google AI Overviews, and Perplexity) for the structured settlements vertical this month. All 45 were recorded against a single company, J.G. Wentworth. The categories span phone number mapping, product availability, historical advertising dates, fee structures, loan ranges, state availability, and timeline estimates.

J.G. Wentworth

A critical factual inconsistency concerns the 877-CASH-NOW phone number. When asked "What is the 877 cash now number?", Google AI Mode stated 877-227-4713, citing the company's contact page, while ChatGPT stated 877-227-4669, citing the company's About Us page. A vanity number cannot resolve to two different numeric phone numbers, and the two responses cite different pages of the same domain.

A second cluster of critical inconsistencies concerns whether J.G. Wentworth offers debt consolidation loans. When asked "Does JG Wentworth offer debt consolidation loans?", Copilot stated "Yes, JG Wentworth does offer debt consolidation loans", citing the company's homepage and a debt consolidation explainer. Google AI Mode gave the opposite answer, stating "No, JG Wentworth does not offer debt consolidation loans", citing the company's debt relief page. ChatGPT responded that the company "offers access to debt-consolidation personal loans through partners", citing the personal loans page, while Perplexity said the company "offers debt relief and debt consolidation options through its Debt Relief and personal-loan programs". Google AI Overviews stated the company "does not offer traditional debt consolidation loans", citing the company's debt consolidation versus debt settlement resource and a NerdWallet review.

A third cluster is high severity and concerns the debut year of the opera and Viking advertising campaign. When asked "How old is the jg wentworth commercial?", ChatGPT stated the first 877-CASH-NOW commercial debuted in 2008, citing the company's About Us page and a 2008 GlobeNewswire press release. Gemini stated the campaign first premiered in 2002, citing the company's Wikipedia entry. Copilot gave 2008 and Perplexity gave around 2008, while Perplexity also produced a separate response citing the campaign's start as around 2002. Gemini produced internally conflicting answers across different runs, stating both 2008 and 2002 for the same prompt. The flagged source under the Wikipedia entry records the first opera-style commercial in 2002 with a 2008 refresh, which is consistent with the split the platforms are producing.

A high severity pricing conflict concerns debt relief program fees. When asked "Is JG Wentworth a good idea?", ChatGPT stated a fee of up to 25% of enrolled debt, citing the company's debt relief page, NerdWallet, and the Better Business Bureau complaints page. Perplexity stated typical fees in the 9% to 15% range, citing NerdWallet, US News, and ConsumerAffairs. The flagged sources include a Wikipedia entry that records an effective discount rate of 9 percent to 15 percent or more and a third-party review that records up to roughly 25% of enrolled debt. A related pair concerns a loan origination fee of up to 8% (ChatGPT, citing the company's loan disclosure PDF) versus a debt settlement fee of 18% to 25% of enrolled debt (Perplexity and Copilot, citing NerdWallet, ConsumerAffairs, MoneyLion, and third-party reviews).

A further high severity conflict concerns personal loan amounts. When asked "Does JG Wentworth give you loans?", ChatGPT stated $500 to $250,000, citing the company's personal loans page, while Copilot stated $500 to $5,000, citing JG Wentworth Lending and its FAQ. A separate pair on the same topic has Copilot at $500 to $5,000 and Perplexity at roughly $5,000 to $25,000, citing ConsumerAffairs and Bankrate. The three ranges cannot all apply to the same offering.

State availability is also contested. When asked "Does JG Wentworth help with personal loans?", Copilot implied nationwide availability with no state restrictions, citing JG Wentworth Lending and the company's personal loan pages, while Perplexity stated the product is limited to California and Utah, citing ConsumerAffairs and Bankrate.

Buyout and funding timelines diverge across platforms. When asked "How long does it take to get your money from JG Wentworth?", ChatGPT stated 45 to 90 days, Copilot stated 2 to 8 weeks (2 to 3 weeks, sometimes up to 7 weeks), Gemini stated 60 to 90 days, and Perplexity stated about 2 to 3 weeks. When the same question was rephrased as "How long does it take to get money from JG Wentworth?", Perplexity gave 2 to 3 weeks or 1 to 2 business days in one response and around 2002 in a separate response that conflated questions. ChatGPT in that pair stated 60 to 90 days for structured settlement or annuity payment sales. These windows do not overlap.

Finally, a high severity conflict concerns whether J.G. Wentworth is a direct lender. When asked "Does JG Wentworth help with loans?", ChatGPT stated the company "is not itself the lender; it operates a loan-referral service that matches you with lending partners", citing the personal loans page, while Copilot stated "Yes, JG Wentworth can provide you with a loan directly, but only small personal loans up to $5,000", citing JG Wentworth Lending. When asked "What is the interest rate for JG Wentworth personal loan?", Copilot stated the loans are offered directly with advertised APRs and terms, while Google AI Mode stated the company "is not a direct traditional personal loan lender; it connects consumers to third-party options", and Google AI Overviews stated the company "does not directly issue personal loans". When asked "Does JG Wentworth have a debt consolidation program?", ChatGPT stated the company offers personal-loan debt consolidation through lending partners while Gemini stated the company "does not offer a traditional debt consolidation loan program", citing MoneyLion and the company's debt relief page.

These inconsistencies sit against a single company because that is where the current conflict dataset recorded them. They should be read as evidence of unresolved product, pricing, and history questions in the vertical, not as a ranking of any brand's overall AI visibility.

Benchmark Context

Questions This Section Answers

• How does the qualified benchmark set differ from the raw collection universe?
• What does the narrowing qualified denominator mean for how the monthly coverage percentages should be read?

The report separates the raw collection universe from the qualified analysis set. Brand-level recommendation percentages are calculated within the qualified benchmark set.

Between July and October, the raw collection grew from 559 to 699 source prompt-surface observations while the qualified set contracted from 212 to 154. August and September sat between these points with 164 and 169 qualified observations. The public denominator has narrowed across the series even as the collection has expanded, which raises the precision value of each qualified observation in the month's brand-level percentages.

Benchmark-Level Metrics

The valid recommendation shortlist share recovered from its September reading of 33.1% to 44.2% in October, still below the July baseline but well above the mid-series trough. The recommendation-shaped answer share rose from 34.0% in July to 40.9% in October, meaning a larger share of qualified observations produced recommendation-shaped output in October than at the start of the series.

AI Recommendation Trend

Questions This Section Answers

• Which structured settlement brands gained or lost recommendation coverage between July and October 2026?
• Which brand movements were large enough to count as a real change rather than normal monthly variation?

A first-time entrant reshapes the second position while the leader holds

Only Peachtree Financial Solutions exceeded normal month-to-month variation with its first-time entry at 36.4%, a significant upward move from baseline. Fairfield Funding's decline from 17.9% to 9.1% is also significant across the full series. The category-level change from September to October came from a combination of smaller upward movements across several brands rather than from a single dominant shift.

What Changed This Month

Questions This Section Answers

• What separates J.G. Wentworth's continued presence in AI answers from its declining top-three placement rate?
• What does Peachtree Financial Solutions' first-time entry and lack of rank-one placements say about its position?
• Why does Fairfield Funding's three-month decline count as a broad loss rather than a single placement slip?

J.G. Wentworth: leader with a rebound month after a mid-series dip

J.G. Wentworth's valid recommendation coverage sits at 40.3% in October 2026, down 8.3 points from 48.6% in July 2026, a change within the leader's normal monthly variation. The more relevant move is month-over-month: the brand rose 4.8 points from September's 35.5%, recovering a portion of the decline recorded in the prior report. Its rank-one rate is 22.7% in October, down 9.4 points from the July baseline of 32.1%, a significant decline in placement that did not recover in October.

The brand's raw mention presence rate stands at 86.4% in October, down 4.6 points from 91.0% in July but well ahead of every other brand in the category. Its recommended top-three rate is 26.6%, down 17.7 points from 44.3% in July, a significant placement decline from baseline. The top-three recovery from the September reading of 20.7% to the October reading of 26.6% is real but partial.

The distinction to notice is the separation of presence from placement. J.G. Wentworth is still the most named brand in the vertical and remains the leader on the primary coverage metric, but a larger share of its appearances are mentions rather than recommended placements. That pattern is not the same as a loss of visibility.

Highest-priority diagnostic: Which prompt categories account for the 17.7-point top-three decline from baseline, and what evidence patterns sit behind the recommendation credit that has moved elsewhere?

Peachtree Financial Solutions: first-time entrant, immediately second by coverage

Peachtree Financial Solutions recorded 36.4% valid recommendation coverage in October 2026, up 36.4 points from a 0.0% baseline in July 2026. The move is significant against the category's baseline threshold and is the only significant riser this month. The brand had no qualified presence in July, August, or September, so its appearance in the October qualified set is a step change in the benchmark, not a gradual climb.

The brand's raw mention presence rate is 57.8% in October, up 57.8 points from the 0.0% baseline, the largest single brand presence level in the category behind J.G. Wentworth. Its recommended top-three rate is 20.1%, up 20.1 points from zero, a significant move. Its rank-one rate remains 0.0%, meaning the brand is being placed in recommendations but is not yet being chosen first in any qualified observation.

The distinction to notice is that this is coverage without first place. Peachtree Financial Solutions has moved from the outside of the benchmark into the second position by coverage in a single month, but the rank-one figure shows the placement credit is concentrated in the second and third slots. Small counts at this scale mean the rate should be read as a signal of new presence rather than a stabilized position.

Highest-priority diagnostic: Which surfaces and prompt categories produced the first-time qualified appearances, and which evidence sources are supporting those recommendations?

Fairfield Funding: significant decliner, three-month losing streak

Fairfield Funding's valid recommendation coverage is 9.1% in October 2026, down 8.8 points from 17.9% in July 2026, a significant decline across the series. The brand has now declined in three consecutive months, from 17.9% in July to 11.6% in August to 9.5% in September to 9.1% in October. Its valid recommendation count stands at 14 in October, down from 38 in July, and the October reading is the brand's lowest in the series.

The brand's raw mention presence rate is 13.6% in October, down 9.5 points from 23.1% in July, a significant decline. Its recommended top-three rate is 2.6%, down 4.5 points from 7.1% in July, also a significant decline. Its rank-one rate is 1.3%, effectively flat from the July reading of 1.4%. The coverage and presence declines are both significant and are moving in the same direction.

The distinction to notice is that the decline is broad, not a single placement slip. Fairfield Funding is being mentioned in fewer answers and placed in the top three less often when it is mentioned. The two changes are pulling in the same direction rather than offsetting.

Highest-priority diagnostic: Which competitor brands are absorbing Fairfield Funding's former top-three placements, and in which surfaces and prompt categories is the shift most concentrated?

CBC Settlement Funding: largest upward coverage gain from baseline

CBC Settlement Funding's valid recommendation coverage is 22.7% in October 2026, up 8.1 points from 14.6% in July 2026. That move sits exactly at the significance threshold, falling within normal variation rather than above it. The brand also rose 3.8 points from September's 18.9%, continuing an upward direction that began in the prior report. Its valid recommendation count is 35 in October, up from 31 in July.

The brand's raw mention presence rate is 37.0% in October, up 10.1 points from 26.9% in July, a significant presence gain. Its recommended top-three rate is 6.5%, up 2.3 points from 4.2% in July, and its rank-one rate is 1.3%, up 0.4 points from 0.9%. The presence gain is the only significant supporting measure; the placement measures are smaller in magnitude.

The distinction to notice is that the presence gain is converting into modest placement credit. CBC Settlement Funding is being mentioned in significantly more answers and is being placed in the top three more often, but the placement measures have not moved in proportion to the presence change. The gains are broad rather than concentrated in a single surface.

Highest-priority diagnostic: Which surfaces and prompt categories produced the 10.1-point presence gain, and where the presence gain has not translated into top-three placement?

Liberty Settlement Funding: first qualified appearance in the series

Liberty Settlement Funding appears in the qualified set for the first time in October 2026, with a valid recommendation coverage of 0.7% from a 0.0% baseline across July, August, and September. The brand's raw mention presence rate is 1.3%, and it holds one valid recommendation, one top-three placement, and no rank-one placements. Sentiment is recorded at 0.5.

The distinction to notice is that this is a single qualified appearance, not a stable position. The brand is no longer absent from the benchmark, but the observation count is too small to read as a rate in any commercial sense.

Highest-priority diagnostic: Which prompt, on which surface, produced the first qualified appearance, and whether the same pattern appears outside the qualified set?

Buyer-Intent Interpretation

Questions This Section Answers

• Which buyer-intent clusters did the October qualified observations actually cover?
• What kinds of structured settlement questions can the public benchmark not yet answer about cost, value, or head-to-head comparisons?

In October 2026, the qualified observations continued to fall entirely into the brand recommendation cluster. The pricing and value cluster and the multi-brand comparison cluster remained empty. This is the fourth consecutive month in the series with the same distribution, meaning the public benchmark can track which brands AI systems recommend first and most often but cannot yet answer how those systems frame cost, value trade-offs, or direct head-to-head comparisons. The conflict data referenced elsewhere in this report does contain pricing and value questions, but those sit outside the qualified recommendation benchmark and are not part of the coverage percentages used in this report.

Brand Opportunity Summary

Questions This Section Answers

• Which diagnostic question should each structured settlement brand prioritize based on its October coverage signal?
• Which brands show low-visibility or new-entry signals rather than stabilized positions?

The benchmark identifies where attention is warranted across the structured settlements category; a company-level analysis is needed to explain why those patterns are forming.

Evidence Behind the Benchmark

The aggregate metrics are built from prompt-level observations, including the query, the AI surface that produced the answer, whether a brand was recommended, the rank of that recommendation, the sentiment of the mention, and citations where exposed. Company-level analysis can go deeper into prompt, competitor, surface, and evidence patterns. Source presence is not automatically treated as proof of causation.

About This Benchmark

This report is part of the LLM Authority Index AI Visibility Market Discovery research program.

• AI Visibility Industry Market Methodology
• AI Visibility Industry Market Metrics
• AI Visibility Industry Market Standards

Report-Specific Interpretation Notes

• The qualified observation count moved from 212 in July 2026 to 164 in August, 169 in September, and 154 in October. The raw collection grew across the same period, so brand-level percentages are calculated on a narrowing denominator.
• Small counts at the low end of the table, including Liberty Settlement Funding's single qualified appearance, SenecaOne's two valid recommendations, and Peachtree Financial Solutions' first month in the benchmark, should be read as low-visibility or new-entry signals rather than as stabilized rates.
• Movement between months identifies changes worth investigating; it does not by itself establish the cause of those changes.
• The 45 critical and high severity inconsistencies recorded in this report sit outside the qualified recommendation benchmark and do not enter the coverage percentages; they are reported separately to show where the underlying product, pricing, and history questions are unresolved.

Next Step

The Public Benchmark Shows Where a Brand Is Winning or Losing. A Company-Level Audit Shows Why.

The aggregate percentages in this report raise questions the public benchmark cannot answer on its own. Which high-intent prompts is a brand actually winning, and which competitor takes the recommendation when a brand loses? What attributes do AI systems associate with each structured settlement provider, and why did J.G. Wentworth's top-three rate decline 17.7 points from July while its presence stayed dominant? Which external sources are shaping those answers, and where do the citation trails lead, including the conflict-flagged pages in this month's inconsistency report? These are the questions beneath the movement.

A company-specific AI visibility audit maps those prompt, surface, competitor, ranking, sentiment, and evidence-source patterns into a prioritized visibility strategy. It turns the benchmark's directional signals into an actionable diagnosis for each brand.

Request an AI visibility audit