Coutts Research

Original Research on Search & AI in the Firearms, Hunting & Outdoor Industries

The big AI-search studies cover SaaS and e-commerce. Nobody had measured how any of it behaves in a regulated industry, so we ran the studies ourselves. Everything we found is published here: the methodology, the data, and what it means for a 2A or outdoor brand's next twelve months.

The Research Program

Measured, Counted & Published in Full

Every claim on these pages traces back to a number we collected ourselves. Here is the scale of the program so far.

14,400
AI responses collected across 6 engines
118,612
AI citations resolved to their source
~225
2A search terms mapped for demand
22
Categories with 24-month seasonal curves
The Studies

Three Studies, One Question

When someone asks Google or an AI engine about firearms, hunting, or outdoor gear, what actually happens? Each study measures a different layer of that question.

Study · AI Search

The State of AI Search in the Firearms & Outdoor Industry

We asked six AI engines 240 questions, ten times each, and traced every citation. Firearm questions get answered 91–97% as completely as matched controls, and the sources AI trusts are not the ones most brands invest in.

14,400Responses
6Engines
10Findings
Read the Study
Study · Classic Search

The State of Search in the Firearms & Outdoor Industry

A demand map of ~225 2A search terms: where the volume is, which queries trigger AI Overviews, and why keyword tools overstate this market. YouTube appears on 99% of search volume. AI Overviews concentrate on research queries and skip the big product terms.

~225Terms
1.16MSearches/mo mapped
7Findings
Read the Study
Study · Seasonality

Search Seasonality in the 2A & Outdoor Industries

24 months of search history across 22 categories. Firearms demand swings a mild 1.2–1.8× across the year. Outdoor categories swing up to 12.8×, on four different calendars. Includes the interactive planning calendar.

22Categories
24Months
12.8×Biggest swing
Read the Study
Why We Publish This

The Industry Deserved Its Own Numbers

2A and outdoor brands have been planning against benchmarks borrowed from SaaS and e-commerce, or against no benchmarks at all. Some of those borrowed numbers hold up in this industry. Several do not.

  • ◎
    Measured, With the Method Shown

    Each study page includes the full methodology, the sample sizes, and the data behind every figure. If you want to check our work, everything you need is on the page.

  • ⚖
    Reported Straight, Including Against Ourselves

    Where the data contradicts a common sales pitch, including ones that would help an agency like ours, we say so. AI engines answering firearm questions at near-normal rates is finding #1, and it undercuts the "AI censors guns, panic now" story.

  • △
    Limits Stated Plainly

    These are first-run studies with smaller samples than the giant cross-industry benchmarks (Ahrefs studied 75,000 brands; we studied one industry deeply). Each page states exactly what the data can and cannot support.

  • ↻
    Built to Repeat

    The collection harnesses are reusable, so these studies re-run on a schedule. Each wave adds trend lines the single snapshot cannot show: how visibility shifts, which brands gain, and how the demand calendar moves.

Want This Rigor Applied to Your Brand?

The same measurement behind these studies runs inside our client work: AI visibility tracked across Google AI Overviews, AI Mode, and ChatGPT, with share-of-voice reported on non-branded prompts. If your brand competes in firearms, hunting, or outdoor, we can show you where you stand.