Birth Injury Lawyers: AI Visibility Market Discovery Index

Benchmark Summary

Levin & Perconti leads the Birth Injury Lawyers benchmark in October 2026 with valid recommendation coverage of 22.8%, unchanged from 22.8% in July 2026. The gap to the next brand, Sokolove Law at 18.5% in October 2026, is 4.3 percentage points.

The largest coverage increase since baseline is Sokolove Law, which rose to 18.5% in October 2026 from 7.9% in July 2026, a gain of 10.6 percentage points. The largest coverage decline since baseline is ABC Law Centers (Reiter & Walsh), which fell to 15.2% in October 2026 from 23.7% in July 2026, a decrease of 8.5 percentage points.

The benchmark began with 336 prompt-surface observations in October 2026 and produced 92 qualified observations after qualification.

Current Benchmark at a Glance

Qualified surface breadth counts the number of canonical AI surface families with at least one qualified observation. The six families are ChatGPT, Copilot, Gemini, Perplexity, AI Overviews, and AI Mode. In July 2026, all six families were represented. In October 2026, Perplexity did not produce qualified observations.

For the strategic interpretation of this benchmark, read CiteWorks Studio's analysis of How AI Search Is Recommending Birth Injury Lawyers

Research Scope and Qualification

The public benchmark is narrower than the raw collection universe by design. The funnel below shows how observations qualified in each month.

Brand-level percentages use the qualified observations as the public denominator, not the raw collection. See the AI Visibility Market Discovery Methodology for details.

Current Brand Standings

Questions This Section Answers

• Which birth injury law firms lead the October 2026 AI recommendation standings?
• How do presence rate and valid recommendation coverage differ across the tracked brands?
• Which firms appear in the top three most often when AI assistants recommend birth injury lawyers?

This table is the primary current-month benchmark view, sorted by valid recommendation coverage.

How to Read the Standings

• Presence rate is the share of qualified observations where the brand appears in any form, whether recommended, mentioned, or referenced.
• Valid recommendation coverage is the share of qualified observations where the brand receives a valid recommendation that meets the benchmark's criteria.
• Top-three rate is the share of qualified observations where the brand appears among the first three recommended options.
• Rank-one rate is the share of qualified observations where the brand is the first or only recommendation.
• Net sentiment is the balance of positive over negative mentions, scaled from 0 to 1.

For formulas and denominator rules, see AI Visibility Market Discovery Metric Definitions.

Recommendation Coverage Movement

Questions This Section Answers

• Which birth injury law firms gained or lost the most recommendation coverage since July 2026?
• What changed in Sokolove Law's and ABC Law Centers' coverage between July and October 2026?
• How has Levin & Perconti held its position as the coverage leader across the tracked months?

The category registered meaningful movement in October 2026. Two brands moved beyond normal month-to-month variation: Sokolove Law and Pegalis Law Group both rose significantly. Stern Law declined in each of the three months from August 2026 through October 2026, though the cumulative decline remains within normal variation.

Largest Increase: Sokolove Law

Sokolove Law rose to 18.5% in October 2026 from 7.9% in July 2026, an increase of 10.6 percentage points. The move was significant. The firm also registered a significant prior-month gain, rising 11.1 percentage points from 7.4% in September 2026. Supporting metrics show broad improvement: raw presence rate rose to 33.7% in October 2026 from 21.1% in July 2026, top-three rate increased to 8.7% from 1.8%, and rank-one rate moved to 6.5% from 0.0%.

Largest Decline: ABC Law Centers (Reiter & Walsh)

ABC Law Centers (Reiter & Walsh) fell to 15.2% in October 2026 from 23.7% in July 2026, a decrease of 8.5 percentage points. The firm's raw presence rate also fell over the same period, to 16.3% from 30.7%. Top-three rate eased to 9.8% from 15.8%, and rank-one rate moved to 6.5% from 10.5%. The coverage decline remains within normal month-to-month variation for the primary metric.

Category Leader: Levin & Perconti

Levin & Perconti held the category lead in October 2026 with valid recommendation coverage of 22.8%, unchanged from 22.8% in July 2026. The firm rebounded from a September 2026 low of 17.2%, rising 5.6 percentage points in the prior month. While top-three placement eased to 10.9% from 17.5% and rank-one placement fell to 0.0% from 5.3% over the full period, the firm maintains the highest overall coverage in the category.

Recommendation Placement Snapshot

Questions This Section Answers

• Which birth injury law firms are most often placed first in AI recommendations?
• Why can overall coverage hide differences in how prominently a firm is recommended?
• How does Levin & Perconti's top-three rate compare with its rank-one rate?

Coverage alone does not show how prominently a brand is recommended. Placement within the answer matters. The table below shows top-three and rank-one rates for the leading brands.

Sokolove Law and ABC Law Centers (Reiter & Walsh) show how close coverage can hide different first-position rates. Sokolove Law placed first in 6.5% of observations in October 2026, matching ABC Law Centers (Reiter & Walsh) at 6.5%, despite ABC Law Centers (Reiter & Walsh) holding slightly lower overall coverage. Levin & Perconti, the coverage leader, placed first in 0.0% of observations.

Buyer-Intent Distribution

Questions This Section Answers

• What types of birth injury lawyer queries are represented in the qualified observations?
• Which buyer-intent classes are still missing from the current public series?

The qualified observations in both months fell into the Brand Recommendation class, which captures discovery and consideration queries.

The current public series measures this class of discovery and does not yet contain qualified observations in the pricing and value or multi-brand comparison classes.

Historical Measurement Record

Questions This Section Answers

• How many qualified observations has the benchmark recorded in each month since July 2026?
• Has the coverage leader changed across the tracked measurement months?

This is an evergreen benchmark URL. New measurements are added to the same report.

Evidence and Source Layer

The benchmark is built from prompt-level observations that retain the query, AI/search surface, answer, brand outcome, recommendation placement, sentiment, and, where exposed, citations or attributable evidence sources. Source presence is evidence about the information environment. It is not automatically proof that the source caused the recommendation.

Scope Boundaries

This public benchmark does not measure market share, attributable sales, every possible AI response, organic-search ranking, social mention volume, or private or sponsored channels. A metric movement alone does not establish causality.

Top 10 Cited Domains

Questions This Section Answers

• Which domains are cited most often in AI responses about birth injury lawyers?
• How concentrated are citations across the top 10 domains?
• Which birth injury law firm websites appear among the most cited sources?

Across all AI platform responses in October 2026, 3,189 citations were observed across 1,009 unique domains.

Citations are concentrated in a small number of domains. The top domain, google.com, accounts for 21.4% of all citations, and the top 10 domains together represent 36.3% of observed citations. Two tracked brand domains appear in the top 10: sokolovelaw.com at rank 2 and abclawcenters.com at rank 4, along with levinperconti.com at rank 10. The dominant source types are official law firm websites and general search infrastructure, with one medical research source (pmc.ncbi.nlm.nih.gov) and one general legal information site (legalclarity.org) also present.

About This Benchmark

The LLM Authority Index AI Visibility Market Discovery Index tracks how AI assistants discover and recommend brands across six major AI surfaces. It measures presence, recommendation coverage, placement, and sentiment in response to real user queries.

• AI Visibility Market Discovery Methodology
• AI Visibility Market Discovery Metric Definitions
• AI Visibility Market Discovery Research Standards
• Modeled AI Visibility Authority Value

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