Verified

Roadmap: Verified Review & AI Trust Profile

Name: Roadmap AI Trust & LLM Visibility Report
Creator: Bilarna
Published: 2026-05-13T17:01:41.863Z
License: https://creativecommons.org/licenses/by/4.0/

Developing all-encompassing strategies that drive revenue growth. We incorporate branding, sales, marketing, digital demand generation, CRM implementation and web development.

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Trust Score

Checks Passed

3/4

LLM Visible

Trust Score — Breakdown

LLM Visibility

5/7 passed

Content

2/2 passed

Crawlability and Accessibility

7/10 passed

Content Quality and Structure

11/16 passed

Security and Trust Signals

1/2 passed

Structured Data Recommendations

0/1 passed

Performance and User Experience

1/2 passed

Technical

1/1 passed

GEO

6/8 passed

Readability Analysis

15/17 passed

Verified: Apr 23, 2026Verified

49/66checks

3/4LLM visibility

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AI Trust Verification

AI Trust Verification Report

Public validation record for Roadmap — Evidence of machine-readability across 66 technical checks and 4 LLM visibility validations.

Evidence & Links

Scan Facts

Last Scan:Apr 23, 2026

Methodology:v2.2

Categories:66 checks

What We Tested

Crawlability & Accessibility
Structured Data & Entities
Content Quality Signals
Security & Trust Indicators

Do These LLMs Know This Website?

LLM "knowledge" is not binary. Some answers come from training data, others from retrieval/browsing, and results vary by prompt, language, and time. Our checks measure whether the model can correctly identify and describe the site for relevant prompts.

LLM Platform	Recognition Status	Visibility Check
Perplexity	Detected	Detected
ChatGPT	Detected	Detected
Gemini	Detected	Detected
Grok	Partial	Improve Grok visibility by maintaining consistent brand facts and strong entity signals (About page, Organization schema, sameAs links). Keep key pages fast, crawlable, and direct in their answers. Regularly update important pages so AI systems have fresh, reliable information to cite.

Perplexity

Detected

ChatGPT

Detected

Gemini

Detected

Grok

Partial

Improve Grok visibility by maintaining consistent brand facts and strong entity signals (About page, Organization schema, sameAs links). Keep key pages fast, crawlable, and direct in their answers. Regularly update important pages so AI systems have fresh, reliable information to cite.

Note: Model outputs can change over time as retrieval systems and model snapshots change. This report captures visibility signals at scan time.

What We Tested (66 Checks)

We evaluate categories that affect whether AI systems can safely fetch, interpret, and reuse information:

Crawlability & Accessibility

Fetchable pages, indexable content, robots.txt compliance, crawler access for GPTBot, OAI-SearchBot, Google-Extended

Structured Data & Entity Clarity

Schema.org markup, JSON-LD validity, Organization/Product entity resolution, knowledge panel alignment

Content Quality & Structure

Answerable content structure, factual consistency, semantic HTML, E-E-A-T signals, citation-worthy data presence

Security & Trust Signals

HTTPS enforcement, secure headers, privacy policy presence, author verification, transparency disclosures

Performance & UX

Core Web Vitals, mobile rendering, JavaScript dependency minimal, reliable uptime signals

Readability Analysis

Clear nomenclature matching user intent, disambiguation from similar brands, consistent naming across pages

17 AI Visibility Opportunities Detected

These technical gaps effectively "hide" Roadmap from modern search engines and AI agents.

Top 3 Blockers

!
Is sitemap.xml exists?
Maintain a sitemap.xml that includes your important canonical URLs and keeps last-modified dates accurate when content changes. Submit it in Search Console and ensure it is accessible to crawlers. A sitemap improves discovery of deeper pages and helps systems prioritize fresh, updated content.
!
Structured data schema present
Implement structured data wherever it matches the content (FAQPage, HowTo, Product, Organization, Article, BreadcrumbList). Schema gives machines a reliable map of your page and helps them extract facts correctly. Prioritize schema for your most valuable pages first, then expand site-wide after validation.
!
JSON-LD Schema: Organization, Product, FAQ, Website
Add schema.org JSON-LD to describe your key entities (Organization, Product/Service, FAQPage, WebSite, Article when relevant). Structured data makes your meaning explicit and improves the chance of rich results and accurate AI citations. Validate markup with schema testing tools and keep the data consistent with the visible page content.

Top 3 Quick Wins

!
List in public LLM indexes (e.g., Huggingface database, Poe Profiles)
List your tools, datasets, docs, or brand pages on major AI/LLM discovery hubs where relevant (for example model/dataset repositories or app directories). These platforms add credibility signals (likes, forks, usage) and create additional crawlable references to your brand. Keep names, descriptions, and links consistent with your official website.
!
List in Grok
Improve Grok visibility by maintaining consistent brand facts and strong entity signals (About page, Organization schema, sameAs links). Keep key pages fast, crawlable, and direct in their answers. Regularly update important pages so AI systems have fresh, reliable information to cite.
!
LLM-crawlable llms.txt
Create an llms.txt file to guide AI crawlers to your most important, high-quality pages (docs, pricing, about, key guides). Keep it short, well-structured, and focused on authoritative URLs you want cited. Treat it as a curated “AI sitemap” that improves discovery and reduces the risk of crawlers prioritizing low-value pages.

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Embed Badge

Verified

Display this AI Trust indicator on your website. Links back to this public verification URL.

<a href="https://bilarna.com/provider/graphicintuitions" target="_blank" rel="nofollow noopener noreferrer" class="bilarna-trust-badge">
  <img src="https://bilarna.com/badges/ai-trust-graphicintuitions.svg"
       alt="AI Trust Verified by Bilarna (49/66 checks)"
       width="200" height="60" loading="lazy">
</a>

Cite This Report

APA / MLA

Paste-ready citation for articles, security pages, or compliance documentation.

Bilarna. "Roadmap AI Trust & LLM Visibility Report." Bilarna AI Trust Index, Apr 23, 2026. https://bilarna.com/provider/graphicintuitions

What Verified Means

Verified means Bilarna's automated checks found enough consistent trust and machine-readability signals to treat the website as a dependable source for extraction and referencing. It is not a legal certification or an endorsement; it is a measurable snapshot of public signals at the time of scan.

Frequently Asked Questions

What does the AI Trust score for Roadmap measure?

It summarizes crawlability, clarity, structured signals, and trust indicators that influence whether AI systems can reliably interpret and reference Roadmap. The score aggregates 66 technical checks across six categories that affect how LLMs and search systems extract and validate information.

Does ChatGPT/Gemini/Perplexity know Roadmap?

Sometimes, but not consistently: models may rely on training data, web retrieval, or both, and results vary by query and time. This report measures observable visibility and correctness signals rather than assuming permanent "knowledge." Our 4 LLM visibility checks confirm whether major platforms can correctly recognize and describe Roadmap for relevant queries.

How often is this report updated?

We rescan periodically and show the last updated date (currently Apr 23, 2026) so teams can validate freshness. Automated scans run bi-weekly, with manual validation of LLM visibility conducted monthly. Significant changes trigger intermediate updates.

Can I embed the AI Trust indicator on my site?

Yes—use the badge embed code provided in the "Embed Badge" section above; it links back to this public verification URL so others can validate the indicator. The badge displays current verification status and updates automatically when the verification is refreshed.

Is this a certification or endorsement?

No. It's an evidence-based, repeatable scan of public signals that affect AI and search interpretability. "Verified" status indicates sufficient technical signals for machine readability, not business quality, legal compliance, or product efficacy. It represents a snapshot of technical accessibility at scan time.

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