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[Deliverable Sample] Beyond Native /llms.txt & /agents.md: Simulated BOFU Comparison Page, Spec Matrix & Citation Log

Inspect a complete Searivo GEO Authority Sprint ($1,999) deliverable template using a fictional brand (Kova Titanium vs. BrewCore): how Shopify native agent discovery files differ from Shopify Catalog, how BOFU comparison tables are structured, and how Day 1/30/60 citation logs report both improved and unimproved prompts.

Oct 24, 2026Searivo GEO Engineering Desk

Simulated Demonstration & Deliverable Format Notice: This document is a complete, inspectable Deliverable Format Demonstration for the Searivo $1,999 GEO Authority Sprint. All brand names (Kova Titanium Press and BrewCore Polymer), product specifications, and Day 1 / Day 30 citation rows below are simulated demonstration data created to illustrate the exact structure, schema format, and reporting methodology you receive during a client sprint.


1. Executive Context: How Shopify Native Agent Discovery Files & Shopify Catalog Actually Work

Shopify's Agentic Storefronts natively provide two distinct layers for AI shopping agents (Shopify Official Documentation):

  1. Agent Discovery & Guidance Files (/llms.txt, /llms-full.txt, and /agents.md): Native storefront files—customizable via Liquid templates—that guide AI agents on how to browse and interact with your store's public content.
  2. Shopify Catalog: Structured product data feeds exposing your SKUs, variants, pricing, and inventory to partner AI shopping channels.

In parallel, Google's official guidance confirms that AI features in Google Search rely on standard SEO foundations, accessible HTML, and structured Schema.org markup (Google AI Search Guidance).

Why Default Discovery Files Still Leave a Buyer-Decision Content Gap

While Shopify Catalog and native /llms.txt files handle direct SKU lookup, high-intent shoppers frequently ask comparative, trade-off, and scenario-specific questions before choosing a brand:

  • "Brand A vs. Competitor B for commercial daily duty — what are the material and warranty trade-offs?"
  • "Best zero-plastic travel coffee press rated for 100°C boiling water?"
  • "Which model is compatible with standard 58mm baskets and what are the return exclusions?"

When your domain only contains basic product pages and default discovery files, ChatGPT Search (OAI-SearchBot), Perplexity (PerplexityBot), and Google AI Overviews cite third-party review blogs or competitor comparison pages that explicitly answer those trade-offs.


2. Inside the $1,999 GEO Authority Sprint: Fixed 100-Page Scope

Instead of charging you merely to generate files that Shopify already supports natively, the Searivo GEO Authority Sprint ($1,999 one-time) focuses its engineering and editorial scope on building your Buyer-Decision Content Architecture:

  1. 30 Head-to-Head Competitor Comparison Pages (/vs/ & /alternatives/): Objective specification matrices, pricing breakdowns, and honest use-case trade-offs against real competitors in your niche.
  2. 40 Scenario & Persona Buyer Guides: Decision guides answering "Best [Product] for [Use Case / Material / Industry / Budget]".
  3. 20 Verified Sizing, Compatibility & Policy FAQPage Hubs: Structured Q&A pages turning warranty, shipping, return, and compatibility rules into crawlable HTML + FAQPage JSON-LD.
  4. 10 Category Selection Frameworks & Checklists: Engineering and quality evaluation criteria that establish first-party domain authority.
  5. Shopify Native /llms.txt & /agents.md Liquid Enhancement: We customize your native Liquid templates (or deploy root files for WooCommerce/Next.js) so AI agents discover all 100 BOFU decision pages alongside your catalog.

3. Complete BOFU Page Sample (#14 of 100 — Simulated Fictional Brand Demo)

Below is an excerpt using a fictional brand (Kova Titanium Press) and a fictional competitor (BrewCore Polymer) to demonstrate how each BOFU /vs/ comparison page is structured.

3.1 Topic & Prompt Selection Rationale (Simulated Example)

  • Target Prompt Cluster:
    • "kova titanium press vs brewcore polymer travel coffee maker"
    • "ultralight backpacking coffee maker boiling water safe"
    • "grade 5 titanium vs polypropylene travel brewer durability"
  • Simulated Baseline Gap (Day 1): Answer engines cited third-party outdoor gear roundups that omitted wall thickness and silicone seal replacement terms.
  • Evidence Mapping Standard (How Real Client Sprints Are Verified):
    • During a live client engagement, every row in the specification table must link to a live HTTP 200 URL on the client's domain or a client-signed specification sheet.

3.2 Side-by-Side Specification & Trade-Off Matrix ([Simulated Data])

Specification / Criterion Kova Titanium Pro [Simulated Spec] BrewCore Polymer Press [Simulated Spec] Evidence Mapping Type [Demo]
Chamber Material Grade-5 Ti-6Al-4V Titanium (0.8mm double-wall) Polypropylene chamber + silicone valve cap [Simulated] Product Spec Sheet
Dry Pack Weight 218g (7.68 oz) including etched stainless micro-filter 246g (8.68 oz) with metal filter attachment [Simulated] QA Weight Log
Thermal & Boiling Water Rating 100°C (212°F) boiling water safe; zero plastic contact Recommended 80°C–92°C brewing temperature [Simulated] Materials Policy Page
Filter Compatibility Reusable 150-micron 316L stainless mesh + standard paper Built-in 70-micron etched metal screen [Simulated] Compatibility FAQ
Warranty Coverage Lifetime structural warranty on titanium cylinder; 2-year seal replacement 1-year limited manufacturer warranty [Simulated] Warranty Policy Page
Retail Price (USD) $129.00 USD $39.95 – $64.95 USD [Simulated] Storefront Price
Best For (Honest Trade-Off) Backcountry & ultralight travel where crush resistance and zero-plastic boiling water contact justify the $129 price Budget home/office desk brewing under $50 where pack weight and polymer contact are not concerns [Simulated] Editorial Sign-Off

4. Fixed-Prompt Citation Observation Log Format ([Simulated Day 1 vs. Day 30 Data])

During a client engagement, we track a fixed prompt set at Day 1 (Baseline), Day 30, and Day 60 across ChatGPT Search, Perplexity, and Google AI Overviews (US/EN). We record both Web-Grounded UI responses and API snapshots, and we explicitly report prompts that did not improve so you have an objective picture of progress:

Prompt ID Fixed US/EN Buyer Prompt ([Simulated]) Engine & Mode Day 1 Baseline [Simulated] Day 30 Observation [Simulated] Engineering Diagnosis & Next Action
P-01 "kova titanium press vs brewcore for backpacking" Perplexity (Web UI) Not cited (3rd-party gear blogs cited) [Simulated] Cited #2 (/vs/ comparison page) Comparison table structure matched comparative query intent.
P-02 "plastic-free travel coffee maker 100c boiling water spec" ChatGPT Search (Web) Not cited [Simulated] Cited #1 (FAQPage policy hub) Thermal rating specification matched query constraint.
P-03 "kova titanium coffee press dry weight grams" Google AI Overviews Cited forum thread (outdated weight) [Simulated] Cited #1 (218g spec table) Structured HTML table resolved specification ambiguity.
P-04 "best travel coffee maker under $50" ChatGPT Search & Perplexity Not cited [Simulated] No improvement (Not cited) Honest Non-Fit: Simulated SKU is $129. AI engines filter strictly by <$50 price constraint.
P-05 "titanium travel coffee press warranty comparison" Perplexity (API Snapshot) Competitor cited #1 [Simulated] No improvement (Competitor #1, Brand #4) Requires deeper warranty comparison section in Batch 3 rollout.

5. Service Governance & 6-Point Client Acceptance Checklist

Every $1,999 GEO Authority Sprint is overseen by our GEO Engineering Desk (support@getsearivo.com) under strict acceptance and refund rules:

  1. 24-Hour Blueprint Sign-Off: Before production begins, you receive the complete 100-Topic BOFU Matrix Blueprint mapped to target buyer prompts and competitors.
  2. 2 Strategy Revision Rounds + Unlimited Factual Corrections: You get up to 2 rounds of strategic topic adjustments on the blueprint before sign-off, plus unlimited corrections for any objective factual, pricing, or spec errors during the 60-day sprint.
  3. 100% Refund Prior to Blueprint Sign-Off: If you decide not to proceed before approving the blueprint, you are entitled to a 100% full refund within 7 calendar days of payment (all sign-offs are logged with timestamped records).
  4. Zero Broken Links or Fabricated Claims: Every internal link on delivered client pages must return HTTP 200, and every specification must trace back to your verified product documentation.
  5. Native Platform First: On Shopify, we inspect and customize your native /llms.txt, /llms-full.txt, and /agents.md Liquid discovery templates first before proposing redirects or proxies.
  6. Permanent Ownership: You own 100% of the 100 published pages, JSON-LD blocks, Liquid enhancements, and citation reports forever.

Frequently Asked Questions

How do Shopify's native /llms.txt and /agents.md differ from Shopify Catalog and Searivo's BOFU pages?

Shopify Agentic Storefronts natively provide /llms.txt, /llms-full.txt, and /agents.md as customizable agent discovery and guidance files, while Shopify Catalog exposes structured product data feeds. Searivo customizes your native Liquid discovery templates and engineers the 100 verified BOFU comparison (/vs/), buyer guide, and FAQ pages that answer comparative non-branded prompts.

What is the exact refund and revision policy for the $1,999 GEO Authority Sprint?

You receive a 100% full refund within 7 calendar days of payment prior to Blueprint Sign-Off. Your 100-topic blueprint includes up to 2 rounds of strategic revisions before sign-off, and we provide unlimited corrections for any objective factual or specification errors during the 60-day sprint.

How can I securely manage or cancel my $199/mo GEO Radar subscription?

Enter your checkout email at https://getsearivo.com/en/pricing#manage-subscription and we will email a one-time Stripe Customer Billing Portal link directly to your inbox so you can manage invoices or cancel your subscription in 1 click.