Curbelo Law AI Visibility Market Strategy Report - Immigration Lawyers

Answer Capsule

Curbelo Law holds no measurable position in the October 2026 LLM Authority Index Immigration Lawyers benchmark. Across 102 qualified observations, the firm recorded 0.00% raw mention presence, 0.00% valid recommendation coverage, and no top-three or rank-one placements. The clearest weakness is total absence from the recommendation set while competitors such as Upsolve and Fragomen convert presence into first-position placements. The clearest opportunity is that the category's qualified observation set is still narrow, with no pricing or multi-brand comparison clusters yet captured, leaving open prompt territory that no brand has claimed.

Who This Report Is For

This report is for Curbelo Law's leadership, marketing, and business development teams, and for any immigration law practice evaluating why some firms appear in AI-generated recommendations while others do not.

Report Card

Executive Summary

Curbelo Law does not appear in the October 2026 Immigration Lawyers AI recommendation benchmark. Across 102 qualified observations, the firm recorded zero mentions, zero valid recommendations, zero top-three placements, and zero rank-one placements. Its net sentiment score is 0.0000, reflecting the absence of any classified mention rather than a neutral or negative framing.

This is not a case of visibility without recommendation conversion. It is a case of no visibility at all in the qualified set. The benchmark's qualified observations are drawn from 565 prompt-surface observations and 368 unique questions, and Curbelo Law was not surfaced in any of the 102 observations that survived qualification.

The category leader, Upsolve, holds 20.6% valid recommendation coverage with 47 mentions across the qualified set. Fragomen, the strongest riser since the July 2026 baseline, holds 17.6% coverage with 28 mentions and converts every top-three placement into first position. John T. Orcutt and Sasser Law Firm each hold 8.8% coverage. Curbelo Law sits below all of these, alongside several other firms that also recorded no qualified presence.

The benchmark's single qualified cluster, Best Bankruptcy Lawyers and Top Debt Relief Attorneys, is the only cluster with sufficient observation coverage in October 2026. The two remaining defined clusters, Bankruptcy Lawyer Comparisons and Alternatives, and Bankruptcy Lawyer Costs and Pricing, carry no qualified data. This means the benchmark currently measures brand recommendation discovery only, and Curbelo Law is absent from that measurement.

The clearest gap is structural. Curbelo Law has no detectable footprint in the public evidence layer that AI systems draw from when forming immigration lawyer recommendations. The benchmark's top cited domains include boundless.com, fragomen.com, upsolve.org, and simplecitizen.com, all brand-owned properties that appear in the citation record. Curbelo Law's domain does not appear among the 1,121 unique domains cited across 4,095 citations.

The clearest opportunity is that the category's qualified observation set remains narrow, and the pricing and comparison clusters are entirely unclaimed. A firm that builds a retrievable, well-structured public evidence layer around immigration service questions could enter the recommendation set before those clusters are formally measured.

What Curbelo Law Is Winning

The uploaded data does not show any measurable wins for Curbelo Law in the October 2026 benchmark.

The firm recorded zero mentions, zero valid recommendations, zero top-three placements, and zero rank-one placements across 102 qualified observations. Its net sentiment score is 0.0000, which reflects the absence of any classified mention rather than a balanced mix of positive and negative framing.

No platform-level data shows Curbelo Law appearing on ChatGPT, Copilot, Gemini, Perplexity, AI Overviews, or AI Mode. The firm's domain does not appear among the top 10 cited domains, and no citation record in the uploaded data attributes a source to Curbelo Law.

This is a plain finding. Curbelo Law has no measurable AI recommendation presence in this benchmark cycle, and the absence is consistent across every metric the benchmark tracks.

Where Curbelo Law Has the Clearest AI Visibility Gaps

Questions This Section Answers

• Why is Curbelo Law absent from AI immigration lawyer recommendations rather than simply outranked?
• Which source types are AI systems retrieving for immigration lawyer recommendations, and where is Curbelo Law missing from that record?

Curbelo Law's most significant gap is total absence from the recommendation set. The firm is not mentioned, not recommended, and not cited in any qualified observation. This places it below brands like DebtStoppers, which holds 6.9% raw mention presence but 0.0% valid recommendation coverage, and below Berardi Immigration Law and Herman Legal Group, which each recorded at least one neutral mention.

The gap is not about losing top-three placements to a competitor. It is about not entering the consideration set at all. When AI systems form immigration lawyer recommendations, Curbelo Law is not part of the pool they draw from.

The benchmark's citation data shows which sources AI systems retrieve and synthesize from. The top cited domains include google.com at 9.3% share, boundless.com at 6.8%, youtube.com at 5.0%, uscis.gov at 4.7%, and debtstoppers.com at 3.5%. Brand-owned domains like fragomen.com, upsolve.org, and simplecitizen.com also appear in the top 10. Curbelo Law's domain does not appear in the citation record at all.

This suggests the firm's public evidence layer is not structured in a way that AI systems can easily retrieve, synthesize, or attribute. The benchmark does not establish causation, but the pattern is consistent. Brands with retrievable, well-structured public content appear in the recommendation set, and brands without it do not.

The competitive gap is stark. Upsolve holds 20.6% valid recommendation coverage. Fragomen holds 17.6%. John T. Orcutt and Sasser Law Firm each hold 8.8%. Curbelo Law holds 0.0%. The distance between Curbelo Law and the nearest competitor with any recommendation credit is the full width of the benchmark's measured range.

Biggest Opportunity

Questions This Section Answers

• Which unclaimed question clusters could let Curbelo Law enter the immigration lawyer recommendation set?
• What would it take for Curbelo Law to build a retrievable evidence layer around immigration service costs and firm comparisons?

Curbelo Law's clearest path into the recommendation set runs through the pricing and comparison clusters that the benchmark has not yet captured.

The October 2026 benchmark recorded zero qualified observations in the Pricing and Value cluster and zero in the Multi-Brand Comparison cluster. All 102 qualified observations fell into the Brand Recommendation class. This means the benchmark currently measures only direct requests for immigration lawyer recommendations, not cost discussions or head-to-head firm comparisons.

For a legal services category where cost and firm selection are often evaluated together, those question classes remain an open gap. A firm that builds authoritative, retrievable content around immigration service costs, process comparisons, and firm selection criteria could enter the recommendation set before those clusters are formally measured.

The benchmark's citation record shows that AI systems draw from a mix of source types, including official government sources like uscis.gov, community discussion like reddit.com, brand-owned domains like boundless.com and fragomen.com, and general reference sources like google.com and youtube.com. A firm that establishes a clear, well-structured presence across these source types, particularly around pricing and comparison questions, could build the retrievable evidence layer that AI systems need to surface and recommend it.

This is not a short-term play. It requires building the owned answer layer, the citation architecture, and the source footprint that the benchmark's leading brands already have. But the pricing and comparison clusters are unclaimed, and the qualified observation set is still narrow enough that early movers can establish position before the benchmark expands.

Competitive Landscape

Questions This Section Answers

• Who leads the October 2026 immigration lawyer recommendation benchmark, and on which placement metrics?
• How does Curbelo Law's position compare to the recommended immigration law firms and to brands with mentions but no recommendation credit?

Upsolve and Fragomen hold the strongest recommendation-stage positions in the October 2026 Immigration Lawyers benchmark, with Upsolve leading on valid recommendation coverage and Fragomen leading on rank-one conversion. Curbelo Law sits outside the recommendation set entirely, with no measurable presence across any tracked metric.

Average recommended rank covers rank-eligible recommendations only.

Curbelo Law's row shows zero across every recommendation metric. The firm is one of nine tracked brands with no top-three placements and no rank-one placements in October 2026. Unlike DebtStoppers, which recorded 6.9% raw mention presence without recommendation credit, Curbelo Law recorded no mentions at all. The table shows the firm at the bottom of the measured set, with no rank-eligible recommendations to average.

Prompt Evidence

ChatGPT / Brand Recommendation Prompt: "What is the best immigration law firm in the USA?" Result: Upsolve and Fragomen appeared in the recommendation set; Curbelo Law was not mentioned.

Gemini / Brand Recommendation Prompt: "Who is the best immigration lawyer in the USA?" Result: Upsolve held the strongest presence on Gemini at 47.8% raw mention rate; Curbelo Law did not appear.

AI Mode / Brand Recommendation Prompt: "best immigration law firm in usa" Result: John T. Orcutt and Sasser Law Firm converted AI Mode placements into rank-one positions; Curbelo Law was absent from the response.

Perplexity / Brand Recommendation Prompt: "immigration lawyer frisco" Result: Fragomen held a 28.6% rank-one rate on Perplexity; Curbelo Law was not surfaced.

What CiteWorks Studio Would Do Next

Phase 1: AI Visibility Market Discovery Audit Map every prompt in the Immigration Lawyers benchmark where Curbelo Law should appear but does not, and identify which competitors are capturing those recommendations instead.

Phase 2: Recommendation Readiness Plan Define the specific service, location, and practice-area questions where Curbelo Law can build a credible, retrievable answer presence, prioritizing the unclaimed pricing and comparison clusters.

Phase 3: Owned Answer Layer Buildout Build structured, authoritative content on Curbelo Law's own domain that directly answers the high-intent questions AI systems are fielding, with clear entity signals and service definitions.

Phase 4: Citation and Authority Layer Development Establish the public evidence layer that AI systems retrieve from, including consistent business listings, practice-area pages, and third-party references that match the source types already appearing in the benchmark's citation record.

Phase 5: Monthly AI Visibility and Recommendation Tracking Track Curbelo Law's presence, recommendation coverage, placement, and sentiment across all six AI platforms month over month, and adjust the answer and citation layers as the benchmark expands into new clusters.

Why This Matters

AI systems are already forming immigration lawyer recommendations. The October 2026 benchmark recorded 102 qualified observations where AI platforms named specific firms in response to buyer questions. Upsolve, Fragomen, John T. Orcutt, and Sasser Law Firm are being recommended. Curbelo Law is not.

The gap is not about being outranked or outspent. It is about not being in the pool of sources that AI systems draw from when they form a recommendation. The benchmark's citation record shows which domains AI systems retrieve from, and Curbelo Law's domain does not appear. The firm's public evidence layer is not structured in a way that AI systems can easily find, synthesize, or attribute.

The next move is targeted correction of the prompt, page, and citation layers. That means building content that directly answers the questions AI systems are fielding, structuring that content so it can be retrieved and attributed, and establishing the third-party references that reinforce the firm's authority. The pricing and comparison clusters are unclaimed, and the qualified observation set is still narrow. A firm that builds the right answer and citation layers now can enter the recommendation set before those clusters are formally measured.

Core Metrics

Sentiment Score

Questions This Section Answers

• What does a 0.0000 sentiment score mean when Curbelo Law has no classified mentions?
• Why is a zero mention count different from a balanced mix of positive and negative mentions?

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

Curbelo Law's sentiment score is 0.0000. This reflects the absence of any classified mention, not a balanced mix of positive and negative framing. The firm recorded zero positive mentions, zero neutral mentions, and zero negative mentions across the qualified observation set.

This matters because unclassified mention counts are misleading. A firm with zero mentions and a firm with equal positive and negative mentions both produce a sentiment score of zero, but they face very different situations. Curbelo Law's zero reflects no presence at all.

Share of voice is a diagnostic metric, not a business KPI. A positive recommendation, a neutral reference, a cautionary mention, and a competitor-displaced mention are not equal. Counting all mentions as wins is bad measurement. Classified sentiment is required before interpreting AI visibility, and for Curbelo Law, there is no sentiment to classify because there is no mention to classify.

Sentiment by Platform

Methodology

Questions This Section Answers

• What is included in the 102 qualified observations, and why do brand-level percentages use them as the denominator?
• Why do the immigration lawyer benchmark's pricing and comparison clusters carry no qualified data in October 2026?

1. Report orientation: This is a benchmark-based analysis of Curbelo Law's position in the October 2026 LLM Authority Index Immigration Lawyers AI recommendation benchmark. It is not a client result and does not imply that any action by CiteWorks Studio caused the observed outcomes.
2. Reporting window: October 2026, with baseline comparison to July 2026 and intermediate months August and September 2026 where relevant.
3. Platforms tracked: Six AI and search surface families were tracked: ChatGPT, Copilot, Gemini, Perplexity, AI Overviews, and AI Mode. All six had at least one qualified observation in October 2026.
4. Observation count: The October 2026 benchmark began with 565 prompt-surface observations and 368 unique questions. After qualification, 102 observations formed the public denominator for all brand-level metrics.
5. Competitor universe: Nineteen brands were tracked in the Immigration Lawyers benchmark. Curbelo Law is one of nine brands that recorded no valid recommendations in October 2026.
6. Public clusters used: Three clusters are defined in the benchmark: Best Bankruptcy Lawyers and Top Debt Relief Attorneys (C01), Bankruptcy Lawyer Comparisons and Alternatives (C02), and Bankruptcy Lawyer Costs and Pricing (C03). Only C01 had sufficient qualified observation coverage in October 2026. C02 and C03 carry no qualified data.
7. Stage 0 role: Stage 0 extraction and qualification separate the raw collection universe from the qualified benchmark set. Brand-level percentages use the qualified observations as the public denominator, not the raw collection.
8. Definition of a mention: A mention is any appearance of a tracked brand in a qualified AI response, regardless of whether the brand is recommended. Curbelo Law recorded zero mentions.
9. Definition of a valid recommendation: A valid recommendation is a qualifying recommendation where the brand is explicitly recommended or shortlisted. Curbelo Law recorded zero valid recommendations.
10. Ranking interpretation: Top-three rate and rank-one rate measure placement quality among valid recommendations. Average recommended rank covers rank-eligible recommendations only. Curbelo Law has no rank-eligible recommendations, so average recommended rank is N/A.
11. Limitations: The benchmark records the change in AI recommendation coverage. It does not establish why a change occurred. Source presence in the citation record is evidence about the information environment, not proof that the source caused a recommendation. The qualified observation set is narrow, and the pricing and comparison clusters are not yet captured.
12. Data note: The uploaded metrics aggregation file includes modeled monetary values that are not used in this report. All monetary metrics have been omitted. The benchmark's public report and the structured metrics file are consistent on Curbelo Law's zero-presence position.

See How AI Is Recommending Your Brand

The public benchmark shows where Curbelo Law stands in AI-generated immigration lawyer recommendations. A company-level AI visibility audit maps the specific prompts, platforms, and competitor displacement patterns that explain why the firm is absent and what it would take to enter the recommendation set.