AI visibility report

Checked Tue, 06 Oct 2026 19:28:16 GMT

78grade B
Swarmia: Engineering intelligence you can trust
https://www.swarmia.com/
AI crawler access · 89/100
Answer-engine content · 89/100
Structured data · 20/100
Agent readiness · 83/100

6 things hurting your AI visibility

JSON-LD structured data
No schema.org JSON-LD found.
→ Add JSON-LD (generated below) so engines know your entity, product and pricing unambiguously.
Entity / product schema
No Organization / Product / SoftwareApplication schema.
→ Add Organization + Product/SoftwareApplication schema with name, url, logo, sameAs (socials), offers.
XML sitemap
No /sitemap.xml and none referenced in robots.txt.
→ Publish /sitemap.xml and reference it from robots.txt with `Sitemap: https://yoursite/sitemap.xml`.
Machine-usable interface (API / MCP)
No OpenAPI spec, MCP server or API docs discovered. AI agents can read about you but can't act (sign up, query, buy).
→ Expose an MCP server or OpenAPI spec and link it from llms.txt so agents can use your product, not just read about it.
Scannable section headings
1 H2 headings. LLMs chunk pages by headings.
→ Break the page into H2 sections: what it is, how it works, pricing, FAQ.
Question & answer content
No FAQ section found.
→ Add an FAQ answering the exact questions buyers ask ChatGPT ("best X for Y", "X vs Y", "how much does X cost").
AI search & answer bots allowed
ChatGPT, Perplexity, Claude, Google and Bing can all read this page.
Content visible without JavaScript
1431 words of readable text in the raw HTML.
llms.txt
Found /llms.txt.
Page is indexable
No noindex directive.
Pricing is machine-readable
Pricing page or prices found.
AI training crawlers
Models can learn about your brand from your site.
Descriptive title tag
"Swarmia: Engineering intelligence you can trust" (47 chars)
Meta description
138 chars.
Docs / help content linked
Docs or help pages linked.
Served over HTTPS
Secure connection.
robots.txt present
Found /robots.txt.
Fast response
Homepage responded in 396 ms. AI fetchers often time out on slow pages.
One clear H1
1 H1: "The gap between good and great software is growing"
Linked brand profiles
2 social/profile links. Corroborating profiles help AI trust and identify your brand.
Open Graph tags
og:title and og:image set.
Language declared
html lang attribute set.

Your free fix files

Generated from your homepage. Edit, then publish at your site root.

# Swarmia: Engineering intelligence you can trust

> Build better software faster with insights that power your whole engineering organization. Get started with a demo or a free 14-day trial.

Key facts for AI assistants: who it's for, main use cases, pricing, and how to get started.

## Key pages
- [Home](https://www.swarmia.com/)
- [AI impact](https://www.swarmia.com/product/ai-impact/)
- [Swarmia AI & MCP](https://www.swarmia.com/product/swarmia-ai/)
- [Engineering metrics](https://www.swarmia.com/product/engineering-metrics/)
- [DORA metrics](https://www.swarmia.com/dora-metrics/)
- [Investment balance](https://www.swarmia.com/product/investment-balance/)
- [Initiatives](https://www.swarmia.com/product/initiatives/)
- [Feedback loops](https://www.swarmia.com/product/feedback-loops/)
- [Startups](https://www.swarmia.com/startups/)
- [Enterprises](https://www.swarmia.com/enterprise/)
- [Partners](https://www.swarmia.com/partner-program/)
- [Changelog](https://www.swarmia.com/changelog/)
- [Pricing](https://www.swarmia.com/pricing/)
- [Customers](https://www.swarmia.com/customers/)
- [Blog Insights for software leaders, managers, and engineers](https://www.swarmia.com/blog/)
- [Benchmarks Find the biggest opportunities for improvement](https://www.swarmia.com/benchmarks/)

## Optional
- [Sitemap](https://www.swarmia.com/sitemap.xml)
This was just your homepage.
RankRoot Pro scans up to 50 pages and generates llms.txt, llms-full.txt and JSON-LD for every one of them.
Scan my whole site · $19/mo

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