Recommendation intelligence for hobby companies
When buyers ask AI what to buy, do you show up?
Hobby Answer measures which brands AI recommends for real hobby buying questions, explains why competitors win, and turns the evidence into a prioritized plan.
You don’t have to like AI — or use it. But your buyers already do, and it’s answering their questions with somebody’s name.
Tested across four answer engines
See the recommendation gap clearly.
A buyer prompt is only the beginning.
Hobby Answer follows the recommendation chain from the question a customer asks to the brands, proof sources, and buying paths AI chooses to surface.
- See which brands appear—and which disappear.
- Trace the evidence sources shaping each answer.
- Turn recommendation gaps into a prioritized plan.
Your buyers are already there — whether or not you are.
of U.S. consumers used at least one AI tool to shop in the past month. Statistically, that’s four of every ten people in your market.
year-over-year growth in traffic from AI sources to U.S. retail sites in the first quarter of 2026. That channel is compounding — with or without your brand in the answers.
of U.S. consumers would let AI narrow their product choices for household supplies. Narrowed means brands get cut before the buyer ever sees a shelf.
Figures reflect separate U.S. consumer studies and Adobe Analytics retail traffic data. Follow each source for its full methodology.
The new shelf is
the answer.
AI search does not just show links. It compares, summarizes, and recommends. If you are missing from the answer, the buyer may never know you were an option. Hobby Answer shows whether you make the recommendation, not just whether your page exists.
None of this means you did something wrong — the shelf moved. Seeing this week’s answer takes ten minutes and costs nothing. Get your free snapshot →
AI search isn't a future behavior.
It's already here.
See who AI recommends, why they win, and what to fix.
We run real buyer-intent questions across four major AI engines and turn the answers into a clear, decision-ready report. We repeat runs where variation can change the finding, so the result is a documented trend line — not a one-off screenshot dressed up as ground truth.
The Growth Sprint turns measured gaps into published evidence.
The Recommendation Growth Sprint starts from your Benchmark, prioritizes the highest-value recommendation gaps, and delivers six to ten evidence-targeted assets — comparison pages, buying guides, product FAQs, use-case pages, structured data, and citation targets — with a publishing plan for your CMS and team, an implementation call, a 30-day rescan, and a 60-day trend check. Three to four weeks, fixed scope, no retainer. Your team (or your agency) publishes; every asset ships with a step-by-step guide.
Measure first. Then fix what the evidence says.
Start with the free Snapshot. Buy the Benchmark when you want the full measurement and a decision-ready plan. Run a Growth Sprint to close the gaps it finds. Keep Monitoring on watch once the work is live.
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"You lose to [competitor] when buyers ask [question]." Here's the receipt.
We run one to three commercially important buyer questions and send back a named gap: the exact question, the competitor or source winning it, and the dated receipt — plus the likely next step. Free. No call, no card.
Get the free SnapshotHow it works
- Tell us your brand and what you sell — the form takes two minutes.
- We run real buyer questions across four AI answer engines: ChatGPT, Claude, Gemini, and Perplexity.
- You get a named gap with the receipt, plus a free scorecard scan you run yourself.
- Want the full measurement across 12–20 questions? That's the Benchmark.
Know exactly where AI sends your buyers — and why.
A transparent, decision-ready measurement: 12–20 high-intent buyer questions across four AI answer engines, repeated where variation matters, with raw dated receipts, share-of-answer for you and your competitors, the sources and citations each answer leans on, a named gap map, a prioritized 30-day plan, and a 45-minute executive readout. Delivered five business days after intake.
Email goes straight to the founder. Include your brand and category; you'll get a reply within one business day.
What you get
- Share-of-answer and recommendation strength for your brand and named competitors, question by question.
- The raw, dated answer receipts — what AI actually said, kept on file.
- Source, citation, retailer, community, and creator patterns behind the answers.
- A named gap map explaining likely causes, separating observed facts from hypotheses.
- A prioritized 30-day action plan and an executive readout your team can act on.
Close the measured gaps with evidence AI can cite.
The Sprint starts from your Benchmark, prioritizes the highest-value gaps, and builds six to ten evidence-targeted assets — comparison pages, buying guides, product FAQs, use-case pages, structured data, and citation targets — with a publishing plan for your CMS, an implementation call, a 30-day rescan, and a 60-day trend check.
Talk about a SprintMost Sprints begin from a Benchmark; if you already have one, it validates and credits in.
How it works
- Every asset exists because the evidence caught a specific buying question being lost — nothing generic.
- Built from your approved fact sheet: the work only states facts you stand behind. Anything unverified ships flagged, never invented.
- Comparison pages acknowledge competitor strengths honestly — that's what makes content worth citing.
- Custom development, redesigns, and ongoing content production are separate scopes or partner-delivered.
Know when your brand enters the conversation — before AI turns it into the answer.
Reddit threads, YouTube videos, creator reviews, and forum conversations can become the evidence AI answers cite and repeat. Monitoring filters those conversations against the buyer questions, competitors, and sources we have already measured, so your team only sees what may warrant action. For every meaningful signal, we explain why it matters and give you a suggested reply or corrective action ready for review — while the moment is still live.
Start Watching My BrandThe next thread, video, or AI answer may shape what buyers believe about you. Don't discover it after the moment has passed.
How it works
- Filtered community & citation radar: we screen conversations about your brand, products, competitors, and priority questions across Reddit, YouTube, creator channels, reviews, and forums.
- Prioritized, not a firehose: each meaningful signal is tied to the buyer question, source, competitor, or claim it could influence and marked watch, respond, or act.
- A response you can use: when action is warranted, the alert includes a suggested reply or corrective step for your team to review, edit, and approve.
- AI movement on the same watchlist: recommendation, source, citation, and competitor changes arrive with dated receipts and roll into your monthly scorecard.
- Human, disclosed, and supported: you decide what is posted from your account. Nothing is auto-posted, and implementation support is available when your team needs help carrying the response through.
Pricing and scope notes
Founding Benchmark pricing applies to the next three qualified clients; the founding Sprint price applies alongside it. Every Benchmark credits 100% toward a Growth Sprint purchased within 30 days. Monitoring has a three-month minimum and follows a Benchmark or Sprint. We never sell placement in AI answers and never charge to improve a public ranking — how we test. Questions: blake@hobbyanswer.com.
Category intelligence for retail and distribution portfolios.
See which products, brands, and stores AI recommends across your categories, how the cited sources are shifting, and where the portfolio gaps are — as quarterly trend reports, launch snapshots, and supplier-facing insight your commercial team can use. Pilot one category at $5,000; annual programs $10,000–$25,000 by category count.
Find out what AI says before your buyers do.
Get a Snapshot of the buying questions that matter, the competitors being recommended, and the fixes that help your products become part of the answer.
Your brand is ready for a free visibility scan.
The dashboard starts with one free scorecard scan. When you want the full measurement — 12–20 questions, receipts, sources, and a plan — that's the Benchmark.