CiteWorks Studio

Truly Nolen AI Market Strategy Report - Pest Control Services

Mark HuntleyBy Mark HuntleyFounder and CEO
12 minutes read

Key Takeaways

  • Truly Nolen appeared in 7.49% of qualified answers but earned valid recommendations in only 5.73%, showing a gap between mention and shortlist inclusion.
  • The brand posted the highest net sentiment score in the set at 0.8235, with 28 positive mentions, 6 neutral mentions, and no negative mentions.
  • Top-three placement was limited at 2.64%, with a rank-one rate of 0.44% and an average recommended rank of 4.46, well behind Orkin and Terminix.
  • Google AI Mode was the strongest platform, while ChatGPT, Gemini, and Copilot showed little to no meaningful footprint, making visibility heavily concentrated on one surface.

Answer Capsule

Truly Nolen holds a narrow but real recommendation pocket in Pest Control Services, with 5.73% valid recommendation coverage in September 2026. The brand is visible in 7.49% of qualified AI answers but converts only a fraction of that presence into shortlist inclusion, and it never reached rank one at meaningful scale. Its clearest win is the strongest net sentiment score in the tracked set at 0.8235, and its clearest weakness is a top-three rate of just 2.64%. The clearest opportunity is converting its positive framing into shortlist inclusion on the brand discovery and evaluation prompts where it already appears.

Who This Report Is For

Questions This Section Answers

  • Who inside Truly Nolen is this AI recommendation benchmark written for?

This report is for Truly Nolen marketing, brand, and growth leaders who need to understand how AI assistants are recommending pest control providers and where the brand is being left out of buyer shortlists.

Report Card

Field

Value

Report type

AI Company Market Strategy Report

Target company

Truly Nolen

Category / market studied

Pest Control Services

Reporting month

September 2026

AI platforms tracked

6 (ChatGPT, Copilot, Gemini, Perplexity, AI Overviews, AI Mode)

Public high-intent clusters

1 qualified (Brand Recommendation)

AI observations analyzed

454 qualified observations

Competitors tracked

9

Executive Summary

Truly Nolen is visible but under-recommended in AI-generated pest control recommendations. The brand appeared in 7.49% of the 454 qualified observations in September 2026, but earned a valid recommendation in only 5.73% of them. That gap between presence and recommendation is the central story: AI systems know the brand, reference it, and frame it positively, but they do not consistently place it on the buyer shortlist.

The framing quality is the strongest signal in the dataset. Truly Nolen posted a net sentiment score of 0.8235, the highest of any tracked brand in the category, ahead of Arrow Exterminators at 0.7667 and Aptive at 0.7607. Across 34 mentions, 28 were positive, 6 were neutral, and none were negative. That is a clean framing profile with no cautionary or negative language attached to the brand in the qualified set.

Placement is where the brand loses ground. Truly Nolen's top-three rate was 2.64%, meaning it appeared in a top-three recommendation position in only 12 of 454 qualified observations. Its rank-one rate was 0.44%, or 2 observations. The average recommended rank when the brand did receive rank credit was 4.46, which places it well outside the first-choice band that Orkin (1.68) and Terminix (1.74) occupy.

The strongest cluster is Brand Recommendation, the only qualified buyer-intent cluster in the September 2026 benchmark. Truly Nolen's entire measured footprint sits inside this cluster. The benchmark did not produce qualified observations in the pricing and value or multi-brand comparison classes in any month of the series, so the brand's performance on cost and head-to-head comparison prompts is not measurable from this dataset.

The strongest platform signal is Google AI Mode, where Truly Nolen recorded 12 valid recommendations, a 9.23% valid recommendation coverage rate, and a 6.15% top-three rate. That is the only platform where the brand's coverage exceeded its overall benchmark average. Gemini and Copilot produced almost no measurable footprint, with one mention each.

The clearest gap is the conversion of positive framing into shortlist inclusion. Truly Nolen is being described well but not being chosen. The brand's rank-one rate of 0.44% and average recommended rank of 4.46 show that when it does appear, it sits behind larger competitors. The benchmark's own diagnostic question for the brand is the right one: which prompt categories reduced Truly Nolen's mention and shortlist inclusion, and do those prompts cluster around specific service or region queries.

What Truly Nolen Is Winning

Questions This Section Answers

  • Where does Truly Nolen actually outperform competitors in the September 2026 AI benchmark?
  • Which platform carries Truly Nolen's strongest recommendation signal, and how much better is it than the overall average?
  • Does Truly Nolen ever reach the first recommendation position, and where?

The clearest win is framing quality. Truly Nolen's net sentiment score of 0.8235 is the highest in the tracked set of ten brands. No negative mentions were recorded against the brand in the September 2026 qualified observations. In a category where Western Exterminator posted a 0.34 sentiment score and both category leaders carried small negative counts, Truly Nolen's framing profile is clean.

The second win is Google AI Mode. Truly Nolen earned 12 valid recommendations on that platform, a 9.23% coverage rate, and a 6.15% top-three rate. That top-three rate is more than double the brand's overall benchmark top-three rate of 2.64%. Google AI Mode is the platform where the brand's recommendation signal is strongest and where its shortlist inclusion is most consistent.

The third win is a narrow but real rank-one pocket. Truly Nolen recorded 2 rank-one recommendations in September 2026, both on Google AI Mode. That is a small count, but it confirms the brand can reach first position on at least one platform when the prompt and context align.

These wins are real but narrow. The brand does not have a broad recommendation footprint, and the wins sit inside a small absolute count base.

Where Truly Nolen Has the Clearest AI Visibility Gaps

Questions This Section Answers

  • Why does Truly Nolen's presence fail to convert into shortlist recommendations?
  • How wide is the top-three and rank-one gap between Truly Nolen and Orkin and Terminix?
  • How concentrated is Truly Nolen's footprint, and how did coverage shift between July and September 2026?

The clearest gap is shortlist conversion. Truly Nolen appeared in 34 qualified observations but earned a valid recommendation in only 26 of them. The brand is being mentioned in answers where it is not being recommended, which means AI systems are treating it as context or a reference point rather than a shortlist option.

The second gap is top-three placement. Truly Nolen's top-three rate of 2.64% sits far behind Orkin at 38.99% and Terminix at 38.11%. Even against the mid-tier challengers, the gap is wide: Rentokil posted an 11.23% top-three rate and Aptive posted 10.79%. Truly Nolen is not competing for shortlist slots at the same rate as the brands directly above it.

The third gap is rank-one absence. Truly Nolen's rank-one rate of 0.44% means the brand is almost never the first recommendation. Orkin holds 20.48% and Terminix holds 17.18%. The brand is not in the first-choice conversation in this benchmark.

The fourth gap is platform concentration. Google AI Mode carries the brand's entire meaningful footprint. Gemini produced one mention and one valid recommendation. Copilot produced one mention and one valid recommendation. Perplexity produced three mentions and three valid recommendations but zero top-three placements. The brand has no measurable presence on ChatGPT in the qualified set. That concentration means the brand's AI visibility is fragile: it depends heavily on a single platform.

The fifth gap is the decline pattern. Truly Nolen's valid recommendation coverage fell from 9.2% in July 2026 to 5.7% in September 2026, a 3.5-point decline that met the benchmark's significance threshold. Raw presence fell from 13.6% to 7.5%, a significant decline of 6.1 points. Average recommended rank moved from 3.9 to 4.5, meaning the shortlists that still include the brand place it lower. The September reading shows stabilization after the August drop, but at a materially lower level than July.

Biggest Opportunity

The biggest opportunity is converting Truly Nolen's positive framing into shortlist inclusion on the brand discovery and evaluation prompts where the brand already appears. The brand has the strongest sentiment profile in the category and a clean framing record with no negative mentions. That is an asset. The problem is that positive framing is not translating into top-three placement.

The path forward is to identify the specific prompts where Truly Nolen is mentioned but not recommended, and to build the owned answer layer and citation architecture that gives AI systems a reason to move the brand from reference to recommendation. The benchmark's own diagnostic question points at this: which prompt categories reduced Truly Nolen's mention and shortlist inclusion, and do those prompts cluster around specific service or region queries. Answering that question is the first step toward closing the gap.

Competitive Landscape

Questions This Section Answers

  • Where does Truly Nolen sit against Orkin, Terminix, Rentokil, and the rest of the tracked brands on shortlist metrics?
  • How does Truly Nolen's sentiment rank compare with its top-three and average recommended rank?

Orkin and Terminix hold recommendation-stage strength in Pest Control Services, with Rentokil and Aptive forming a distant second tier. Truly Nolen sits in the lower half of the tracked set, with strong framing but limited shortlist inclusion.

Brand

Top-3 rate

Rank-1 rate

Avg recommended rank

Sentiment

Orkin

38.99%

20.48%

1.68

0.5624

Terminix

38.11%

17.18%

1.74

0.5504

Rentokil

11.23%

1.32%

3.13

0.5844

Aptive

10.79%

0.00%

3.49

0.7607

Massey Services

2.86%

0.88%

3.40

0.7105

Truly Nolen

2.64%

0.44%

4.46

0.8235

Bulwark

2.42%

0.44%

3.00

0.7500

Arrow Exterminators

1.76%

0.00%

4.35

0.7667

Western Exterminator

1.10%

0.00%

4.17

0.3409

Hawx Pest Control

0.88%

0.00%

5.20

0.5455

Average recommended rank covers rank-eligible recommendations only.

Truly Nolen ranks sixth by top-three rate and sixth by rank-one rate, with an average recommended rank of 4.46 that places it behind every brand above it in the table. The brand's sentiment score of 0.8235 is the highest in the set, which means the gap is not about how AI systems describe Truly Nolen. It is about how often they choose it.

Prompt Evidence

Google AI Mode / Brand Recommendation Prompt: "pest control services" Result: Truly Nolen appeared in the qualified set with a valid recommendation and contributed to the brand's strongest platform coverage rate of 9.23%.

Google AI Mode / Brand Recommendation Prompt: "rodent control near me" Result: Truly Nolen received rank-one credit on Google AI Mode, one of only two rank-one placements recorded for the brand in September 2026.

Perplexity / Brand Recommendation Prompt: "wasp nest removal" Result: Truly Nolen was mentioned and received a valid recommendation but did not reach a top-three position, consistent with the brand's 0% top-three rate on Perplexity.

Gemini / Brand Recommendation Prompt: "signs of bed bugs" Result: Truly Nolen received a single mention and a single valid recommendation on Gemini, with an average recommended rank of 9, reflecting the brand's near-absence on that platform.

What CiteWorks Studio Would Do Next

Phase 1: AI Market Discovery Audit Map every prompt where Truly Nolen is mentioned but not recommended, and identify which competitors take the shortlist slot when the brand drops out.

Phase 2: Recommendation Readiness Plan Prioritize the brand discovery and evaluation prompts where Truly Nolen already has positive framing and can realistically convert to top-three placement.

Phase 3: Owned Answer Layer Buildout Build service and region-specific answer content that gives AI systems a clear reason to place Truly Nolen on the shortlist rather than reference it as context.

Phase 4: Citation / Authority Layer Development Strengthen the public evidence layer around the brand's service areas and specialties so AI systems can retrieve and synthesize supporting sources.

Phase 5: Monthly AI Visibility and Recommendation Tracking Track valid recommendation coverage, top-three rate, rank-one rate, and sentiment by platform to confirm whether the brand is converting framing into shortlist inclusion.

Why This Matters

AI presence alone is not enough. Truly Nolen is mentioned in 7.49% of qualified AI answers and framed more positively than any competitor in the category, but it earns a top-three recommendation in only 2.64% of those answers. Buyers who ask an AI assistant for a pest control provider are not seeing Truly Nolen on the shortlist at the same rate as Orkin, Terminix, Rentokil, or Aptive.

The next move is targeted correction of the prompt, page, and citation layers. The brand's framing is already an asset. The work is to make that framing count at the decision moment, on the prompts where buyers are choosing a provider, and on the platforms where the brand currently has little or no measurable presence.

Core Metrics

Metric

Value

Mentions

34

Valid recommendations

26

Top 3 recommendation count

12

Rank #1 recommendation count

2

Average recommended rank

4.46

Positive mentions

28

Neutral mentions

6

Negative mentions

0

Raw mention presence rate

7.49%

Valid recommendation coverage

5.73%

Top 3 recommendation rate

2.64%

Rank #1 recommendation rate

0.44%

Net sentiment score

0.8235

Strongest cluster by recommendation behavior

Brand Recommendation

Strongest platform by recommendation behavior

Google AI Mode

Sentiment Score

Questions This Section Answers

  • How is Truly Nolen's sentiment score calculated, and why is it treated as a diagnostic rather than a business KPI?
  • Why does a 0.8235 sentiment score not translate into a stronger top-three rate?

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

For Truly Nolen in September 2026: (28 × 1 + 6 × 0 + 0 × -1) / 34 = 0.8235.

This matters because unclassified mention counts are misleading. A brand can appear frequently in AI answers and still lose the buyer if those appearances are neutral references, cautionary notes, or comparison anchors. 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, and counting all mentions as wins is bad measurement.

Truly Nolen's sentiment score of 0.8235 is the highest in the tracked set, which tells us the brand's framing is strong. But framing quality is not the same as recommendation strength. The brand's top-three rate of 2.64% shows that positive framing is not converting into shortlist inclusion at the rate the sentiment score alone might suggest. Classified sentiment is required before interpreting AI visibility, and it must be read alongside recommendation coverage, top-three rate, and rank-one rate rather than in isolation.

Sentiment by Platform

Questions This Section Answers

  • Which platforms carry Truly Nolen's positive sentiment, and where is the sample too small to read?
  • What does ChatGPT's sentiment readout say about how AI systems use Truly Nolen in answers?

Platform

Mentions

Positive

Neutral

Negative

Sentiment Score

Readout

Google AI Mode

17

13

4

0

0.7647

Strongest public recommendation signal

Perplexity

3

3

0

0

1.0000

Positive, but sample too small

ChatGPT

3

1

2

0

0.3333

Present as context, not recommendation

Gemini

1

1

0

0

1.0000

Positive, but sample too small

Copilot

1

1

0

0

1.0000

Positive, but sample too small

AI Overviews

9

9

0

0

1.0000

Positive, but sample too small

Methodology

  1. This report is a benchmark-based analysis of Truly Nolen's AI recommendation footprint in Pest Control Services, produced from the September 2026 LLM Authority Index AI Market Discovery benchmark and the associated metrics aggregation file.
  2. The reporting window is September 2026, with baseline comparisons drawn from July 2026 and August 2026 where the benchmark provides them.
  3. Six AI/search surface families were tracked: ChatGPT, Copilot, Gemini, Perplexity, AI Overviews, and AI Mode.
  4. The September 2026 run began with 800 prompt-surface observations and 536 unique questions, producing 454 qualified observations after relevance and eligibility qualification.
  5. The competitor universe contains ten tracked brands: Aptive, Arrow Exterminators, Bulwark, Hawx Pest Control, Massey Services, Orkin, Rentokil, Terminix, Truly Nolen, and Western Exterminator.
  6. One qualified buyer-intent cluster was measured in September 2026: Brand Recommendation, covering AI answers that recommend a specific brand for pest control needs.
  7. The benchmark's stage 0 extraction retains the query, AI/search surface, answer, brand outcome, recommendation placement, sentiment, and, where exposed, citations or attributable evidence sources.
  8. A mention is counted when Truly Nolen appears in a qualified observation in any form, including neutral reference or comparison context.
  9. A valid recommendation is counted only when the brand appears in a valid recommendation shortlist as marked by the dataset, not when it is merely mentioned or listed.
  10. Top-three rate and rank-one rate are calculated against the 454 qualified observations, not the 800 raw prompts collected.
  11. Average recommended rank covers rank-eligible recommendations only and is reported as N/A when a brand has no rank-eligible recommendations.
  12. Several brands in this vertical have small absolute counts. Truly Nolen registered 26 valid recommendations in September 2026, so its movement should be read as signal to investigate, not as a refined estimate. The relative ranking within small-count brands can shift with a handful of prompts.

See Where AI Is Recommending Your Brand

The public benchmark shows where Truly Nolen is winning and losing in AI-generated pest control recommendations. A company-level AI visibility audit maps the specific prompts, platforms, competitors, and evidence sources behind those numbers into a prioritized strategy. The benchmark shows where to look. The audit shows what to change.

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Understanding AI search visibility.

AI search experiences create answers by pulling information from many places online and summarizing it into a single response.

What Is AI Citation Intelligence?
AI citation intelligence is the process of measuring where AI platforms source their information and how frequently a brand is mentioned or referenced in AI-generated responses. Because LLMs synthesize across multiple sources, the sites and brands that appear repeatedly tend to influence how a topic or company is framed. This practice focuses on identifying which sources shape AI outputs and tracking brand visibility across different AI systems.
What Is Citation Architecture?
Citation architecture describes the set of sources that consistently inform how AI systems talk about a brand, product, or topic. LLMs draw from websites, articles, forums, and public discussion, and the sources they rely on most often become the backbone of their answers. Building strong citation architecture means ensuring that accurate, credible, high authority sources are the ones most likely to shape the way AI tools summarize and recommend a brand.
What Is Generative Engine Optimization?
Generative engine optimization (GEO) is the practice of improving the chances that AI systems use and cite your brand or content when generating answers. While traditional SEO is centered on ranking pages in search results, GEO focuses on how LLMs retrieve, interpret, and combine information when responding to a question. The objective is to strengthen the content and sources AI systems rely on, so your brand is treated as a trusted reference in AI responses.
What Is AI Share of Voice?
AI share of voice tracks how often a brand appears in AI-generated answers compared with competitors in the same category. It reflects visibility across AI platforms such as ChatGPT, Gemini, Claude, and Perplexity. Monitoring AI share of voice helps organizations see whether AI systems consistently include and recommend their brand for key queries or whether competitor brands are showing up more often.

About The Author

Mark Huntley

Mark Huntley

Founder and CEO

Mark Huntley, J.D. is founder of CiteWorks Studio, a strategic advisory focused on visibility, authority, and recommendation presence in AI-shaped search environments. His work centers on embedding-level GEO, vector optimization, and cosine gap engineering — helping brands align their digital presence with the retrieval systems that increasingly shape discovery, interpretation, and choice.

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