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UnrankedServices / Agency

ShelfSpace

A $497 one-time AI-visibility audit for DTC brands, sold from a landing page with no sales calls

Claude API pipelineMehar SinghUpdated 2026Visit site ↗
shelfspace-eta.vercel.appShelfSpace website screenshot
Reported revenue · —n/dUndisclosedcost $20 Est.
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TL;DR

ShelfSpace is a solo-built, $497 AI-visibility audit for DTC brands. A two-pass Claude API pipeline generates buyer questions, scores the brand against competitors in AI answers and produces the report; checkout runs on Stripe [1]. The founder has not published sales [1].

Price$497 one-time audit[1]
RevenueNot disclosed[1]
Team1 (founder does everything)[1]
StackClaude API, Node.js, Stripe, Vercel[1]

What does ShelfSpace sell, and to whom?

A $497 one-time AI-visibility audit for DTC brands, sold from a landing page with no sales calls.

Founders and marketing leads at small DTC brands who want to know whether ChatGPT and Claude recommend them, their competitors or nobody. The price is positioned against agency GEO retainers [1].

How was ShelfSpace built?

The founder built a two-pass measurement pipeline on the Claude API (pass one writes buying-intent questions, pass two scores brand visibility versus competitors), a report generator, a long-form direct-response sales page and Stripe checkout with a delivery workflow [1].

Claude APINode.jsStripeVercel

What is the business model?

A fixed-scope, fixed-price $497 audit sold straight from the landing page, with no sales calls [1].

Where does the traffic come from?

A free tool, AI Rank, checks AI visibility in about 30 seconds and feeds brands with bad scores to the paid audit [1]. No traffic figures are published.

What revenue has ShelfSpace reported?

Reported revenue: Not disclosed ($497 per audit), per Mehar Singh's case page (2026).

  1. 2026Built and launched solo; live and sellable [1]

What does the agent do, and what does the human do?

Agent
  • Writes the buyer-intent questions for each brand (Claude pass 1)
  • Scores brand vs. competitor visibility in AI answers (Claude pass 2)
  • Feeds the report generator that produces the deliverable
Human
  • Spotted the GEO category and designed the offer
  • Built the pipeline, sales page and Stripe checkout
  • Runs the free AI Rank funnel

What does it cost to run?

Not disclosed. The stack is Claude API, Node.js, Stripe and Vercel [1]; no spend is published.

What worked and what didn't?

Worked
  • Productized, fixed-price offer that sells without calls
  • Free checker → paid audit funnel
  • Delivery is largely automated by the Claude pipeline
Didn't
  • No published sales, revenue or conversion figures yet; the case page still has placeholders for them [1]

How do you replicate ShelfSpace?

  1. Pick an emerging question brands can't answer themselves (here: 'does AI recommend us?')
  2. Package it as one fixed-price deliverable
  3. Automate the measurement with a two-pass LLM pipeline
  4. Sell from a direct-response page with Stripe checkout
  5. Feed it with a free mini-tool that shows the problem

What are the risks and the moat?

AI answers vary run to run, so scores need careful methodology. Monitoring SaaS and agencies compete for the same buyers, and with no published sales the demand is unproven.

FAQ

How much does ShelfSpace charge?

$497 for a one-time audit [1].

How much has ShelfSpace made?

Not disclosed [1].

Which AI does ShelfSpace use?

The Claude API, in a two-pass measurement pipeline [1].

Sources

  1. [1] ShelfSpace case page (founder)↗
  2. [2] ShelfSpace sales page↗
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Numbers come from the operators or the press and haven't been audited. Anything missing is marked "not disclosed". Methodology · Report a correction.