How AI Search Is Recommending Law Firms: Monthly Trends

Executive Summary

Barley Snyder holds the leadership position in the Law Firms category at 20.0% valid recommendation coverage in October 2026, and its lead over the next-closest firm, Eckert Seamans at 10.0%, stands at 10.0 points. Barley Snyder is the sole brand above the 10.0% coverage line this month, and it has held the top position across all four months of the series (Jul 2026 through Oct 2026). The 2.8-point gain from its July 2026 baseline of 17.2% to its October 2026 reading of 20.0% falls within the benchmark's normal range, so the leader label reflects stability rather than a single-month surge.

The month's one significant development is McNees Wallace & Nurick, which the benchmark flags as a significant decliner. After holding 17.2% in July 2026, the firm fell to 10.3% in August, 0.0% in September, and 0.0% in October 2026, a 17.2-point drop across the series that exceeds the benchmark's significance threshold. Its top-3 rate and rank-one rate each fell from 17.2% in July 2026 to 0.0% in October 2026. Barley Snyder's top-3 rate also fell sharply, from 13.8% in July 2026 to 0.0% in October 2026, even as its overall coverage held steady.

The October 2026 run narrowed to 10 qualified observations from 20 in September 2026 and 29 in each of July and August 2026, with qualified surface breadth at 3 canonical AI surface families. No brand registered a significant rise this month. The category's top of table is now a single leader at 20.0%, one firm at 10.0%, and five firms at or near zero.

Each monthly run begins with 257 prompt-surface observations (241 unique questions) in July 2026 and 102 prompt-surface observations (99 unique questions) in October 2026 across the benchmark's defined AI/search surface universe. Of those, 174 in July and 101 in October mentioned a tracked brand or competitor; 44 in July and 19 in October were relevant, with 130 and 82 respectively irrelevant. The public metrics use the 29 qualified observations for July 2026 and the 10 for October 2026 that survive both qualification stages. September 2026, an intermediate month in the series, drew 128 prompt-surface observations and 20 qualified observations.

Key Findings

Benchmark Context

Questions This Section Answers

• What separates the raw prompt collection universe from the qualified benchmark set?
• How did the qualified observation base and surface breadth change between July and October 2026?

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

The August 2026 reading of 29 qualified observations and September 2026's 20 qualified observations are omitted from the comparison columns above but matter for interpretation: the category held at 29 in both July and August, contracted to 20 in September, and further to 10 in October 2026. September 2026 briefly expanded to 4 canonical AI surface families with the addition of Copilot, a breadth that did not persist into October 2026.

Benchmark-Level Metrics

The September 2026 intermediate readings of 40.0% recommendation-shaped share and 50.0% valid shortlist share sit between the July baseline and October result, but the direction across the series is contraction on both measures. The qualified observation base has moved from 29 to 10 across the four months, so each remaining observation now carries more weight in the percentage figures.

AI Recommendation Trend

Questions This Section Answers

• Which law firms rank above 0.0% valid recommendation coverage in October 2026?
• Which firm's July-to-October movement exceeds the benchmark's normal variation range?

The category has narrowed to a single leader with a modest gap to second place. Barley Snyder is the only brand above 10.0% valid recommendation coverage, and Eckert Seamans holds second alone at 10.0%, with the remaining five tracked firms at 0.0%.

Valid Recommendation Coverage by Brand

McNees Wallace & Nurick is the one brand whose July-to-October 2026 change exceeds the benchmark's normal variation range, registering as a significant decline. Barley Snyder's 2.8-point gain and Eckert Seamans' 0.3-point slip are both within normal variation, so the category-level shift reflects the combination of one large decline and several smaller movements rather than a single driver.

What Changed This Month

Barley Snyder

Barley Snyder holds 20.0% valid recommendation coverage in October 2026, up 2.8 points from its July 2026 baseline of 17.2% but down 5.0 points from its September 2026 reading of 25.0%. The move against baseline falls within the benchmark's normal range, and the drop from the prior month is the sharper story: the firm gave back most of a 7.8-point gain it recorded between August and September 2026.

The firm's valid recommendation count moved from 5 out of 29 qualified observations in July 2026 to 2 out of 10 in October 2026. Its top-3 rate fell from 13.8% in July 2026 to 0.0% in October 2026, and its rank-one rate fell from 6.9% to 0.0%. Raw mention presence slipped from 31.0% to 30.0%, with 3 mentions in October 2026.

The distinction worth noticing: Barley Snyder remains the category leader on coverage, but its top-3 placements have disappeared. The firm is being recommended, but no longer inside the shortlist positions that typically drive a shortlist decision. Net sentiment held at 0.7 across the series.

Highest-priority diagnostic: Which prompts still produce Barley Snyder recommendations in October 2026, and which firms or sources occupied the top-3 positions those prompts previously awarded?

McNees Wallace & Nurick

McNees Wallace & Nurick is the category's significant decliner. Valid recommendation coverage fell from 17.2% in July 2026 to 0.0% in October 2026, a 17.2-point drop across the series that exceeds the benchmark's significance threshold. The decline unfolded in steps: 10.3% in August 2026, 0.0% in September 2026, and 0.0% in October 2026. Its valid recommendation count fell from 5 in July 2026 to 0 in October 2026.

The firm's top-3 rate and rank-one rate both fell from 17.2% to 0.0% across the series, matching the scale of its coverage decline. Raw mention presence declined from 27.6% to 20.0%, with 2 mentions in October 2026, none of which converted into a recommendation. Net sentiment dropped from 0.9 to 0.0.

The distinction worth noticing: the firm is still present in the conversation at 20.0% raw mention presence, but each of those mentions is neutral and none has converted into a recommendation-shaped answer. The gap between presence and recommendation output is now the defining feature of the firm's position.

Highest-priority diagnostic: Which prompts produced McNees Wallace & Nurick recommendations in July 2026, and which brand or source is occupying those slots now that the firm sits outside the recommendation set?

Eckert Seamans

Eckert Seamans held effectively flat on coverage, at 10.3% in July 2026 and 10.0% in October 2026. Its valid recommendation count moved from 3 out of 29 qualified observations in July 2026 to 1 out of 10 in October 2026. Raw mention presence rose from 24.1% to 30.0%, with 3 mentions in October 2026, matching Barley Snyder's presence rate.

The firm's top-3 rate fell from 6.9% to 0.0% across the series, and its rank-one rate fell from 3.5% to 0.0%. Net sentiment declined from 0.7 to 0.3. The single October 2026 recommendation landed at rank 4.

The distinction worth noticing: Eckert Seamans carries the same raw presence as the leader but converts it into roughly half the recommendation coverage, and the one placement it earned sits just outside the top-3 range. The conversion gap, not presence, is the commercial issue.

Highest-priority diagnostic: Why does a 30.0% presence rate produce a single rank-4 placement, and which prompts is the firm surfacing in without converting to a recommendation?

McCormick Law Firm

McCormick Law Firm held at 0.0% valid recommendation coverage for a fourth consecutive month, with zero valid recommendations out of 10 qualified observations in October 2026. Raw mention presence rose from 3.5% in July 2026 to 10.0% in October 2026, with a single mention that did not convert. Net sentiment declined from 1.0 in July 2026 to 0.0 in October 2026.

Barley Snyder records 20.0% valid recommendation coverage in October 2026, while McCormick Law Firm stands at 0.0%. The more important issue is what that gap means for McCormick Law Firm's recommendation position: mention presence has actually risen across the series and now sits at 10.0%, on par with Obermayer and above Saxton & Stump and Stevens & Lee, yet that presence has not produced a single valid recommendation in any of the four tracked months. This is a material gap between visibility and recommendation output, and the longer it persists uncorrected, the more entrenched the pattern of being mentioned but never shortlisted is likely to become.

Highest-priority diagnostic: Which prompts surface McCormick Law Firm without producing a recommendation, and what is the specific blocker between a neutral mention and a recommendation-shaped answer?

Obermayer

Obermayer's valid recommendation coverage moved from 3.5% in July 2026 to 0.0% in October 2026, following a path of 0.0% in August, 5.0% in September, and 0.0% in October 2026. Its valid recommendation count moved from 1 out of 29 qualified observations in July 2026 to 0 out of 10 in October 2026. Raw mention presence slipped from 13.8% to 10.0%, with a single neutral mention in October 2026.

The firm registered no top-3 or rank-one placements in October 2026. Net sentiment moved from 0.2 in July 2026 to 0.0 in October 2026.

The distinction worth noticing: Obermayer's coverage has oscillated within a narrow band across the series and returned to zero this month. This is a small-count signal, and the one mention it received was neutral rather than positive, so the absence from the recommendation set rests on a very thin record.

Highest-priority diagnostic: Which prompts produced the September 2026 recommendation that has now dropped out, and which source or competitor displaced it?

Saxton & Stump

Saxton & Stump's valid recommendation coverage fell from 3.5% in July 2026 to 0.0% in October 2026, after a September 2026 peak of 10.0%. Its valid recommendation count moved from 1 out of 29 qualified observations in July 2026 to 0 out of 10 in October 2026. Raw mention presence fell from 3.5% to 0.0%, with no mentions in October 2026.

The firm registered no top-3 or rank-one placements this month, after holding a 5.0% top-3 rate in September 2026. Net sentiment fell from 1.0 in July 2026 to 0.0 in October 2026.

The distinction worth noticing: Saxton & Stump went from the largest stable gain in September 2026 to no presence at all in October 2026. That reversal within a single month is a small-count pattern and should be read with proportion rather than as a durable repositioning on its own.

Highest-priority diagnostic: Which prompts drove the September 2026 placements, and did they persist into October 2026 or drop out of the qualified set entirely?

Stevens & Lee

Stevens & Lee's valid recommendation coverage fell from 3.5% in July 2026 to 0.0% in October 2026, holding at zero for a third consecutive month after reaching zero in August 2026. Its valid recommendation count moved from 1 out of 29 qualified observations in July 2026 to 0 out of 10 in October 2026. Raw mention presence fell from 6.9% to 0.0%, with no mentions this month.

The firm registered no top-3 or rank-one placements in October 2026. Net sentiment moved from 0.5 in July 2026 to 0.0 in October 2026.

The distinction worth noticing: Stevens & Lee has now gone three consecutive months without a recommendation, and in October 2026 it also lost its mention presence entirely. This is a small-count brand, so the reading should carry proportion, but the combination of zero presence and zero recommendations is a substantive signal for a niche vertical.

Highest-priority diagnostic: Which prompts in the category universe returned no mention at all for Stevens & Lee in October 2026, and which firms or sources occupied those answers?

Buyer-Intent Interpretation

Questions This Section Answers

• Which buyer-intent cluster do the qualified observations fall into, and what commercial questions does the benchmark not yet answer?

All 10 qualified observations in October 2026 fell into the Brand Recommendation cluster, consistent with every month of the series. No observations qualified for the Pricing & Value or Multi-Brand Comparison clusters in any month. The public benchmark can therefore speak to which law firms AI systems recommend, but it cannot yet answer price, value, or head-to-head comparison questions. Those commercial questions require a deeper, prompt-level analysis beyond the aggregate benchmark.

Brand Opportunity Summary

Questions This Section Answers

• What is the highest-priority diagnostic for each law firm at or near zero coverage?
• Which firms show a gap between mention presence and recommendation output?

The benchmark identifies where attention is warranted; a company-level analysis is needed to explain why.

Evidence Behind the Benchmark

Questions This Section Answers

• What evidence types are the aggregate metrics built from, and how is source presence treated?

The aggregate metrics are built from prompt-level observations (query, surface, recommendation outcome, rank, sentiment, 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 CiteWorks Studio AI Industry Market Discovery research program.

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

Report-Specific Interpretation Notes

• Small-count movements: The October 2026 run holds 10 qualified observations, so a single recommendation now represents 10.0 points of coverage. Movements of 1 or 2 recommendations between months are meaningful signals for a niche vertical but should be interpreted with proportion relative to the larger denominators seen earlier in the series.
• Qualified denominator vs raw collection: All percentages are calculated against the 10 qualified October 2026 observations or the 29 qualified July 2026 observations, not the 102 or 257 raw prompt-surface collections.
• Directional analysis: Month-over-month movement identifies changes worth investigating; it does not by itself establish the cause of those changes. McNees Wallace & Nurick's significant decline and Barley Snyder's sharp top-3 rate decline each identify a repositioning worth diagnosing, not a proven cause.
• Series contraction: The qualified observation base has moved from 29 in July 2026 to 10 in October 2026 across four months. Percentage movements across the series should be read against that contracting denominator.

Next Step

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

The aggregate percentage hides the specific commercial questions beneath it: which high-intent prompts is a firm winning, which competitor takes the recommendation when it loses, what attributes does the AI associate with each firm, and which external sources are shaping those answers. For McNees Wallace & Nurick, the question is which prompts dropped out and who captured them. For Barley Snyder, it is whether its coverage leadership rests on a durable set of winning prompts or on the disappearance of top-3 competition. For Eckert Seamans, Obermayer, Saxton & Stump, McCormick Law Firm, and Stevens & Lee, the question is whether their zero-coverage month reflects a thin qualified set or a durable shift in how AI surfaces their firms.

A company-specific AI visibility audit maps those prompt, surface, competitor, ranking, sentiment, and evidence-source patterns into a prioritized visibility strategy. The benchmark shows the scoreboard; the audit explains the game.

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