Automatic SEO and AEO
Use SPIRITT to grow organic and answer-engine reach on autopilot, generating accurate comparison pages because it knows your product from the codebase and watches the competitors worth comparing.
What you can do
Turn SEO and AEO from a manual grind into an always-on growth engine that actually knows your product. Rank on search engines and get cited by answer engines like ChatGPT, Perplexity, and Google's AI overviews.
SPIRITT runs the loop for you:
- learns your product deeply, it's connected to your codebase, not guessing from marketing copy
- identifies the competitors worth comparing against
- generates accurate, on-brand comparison pages built on your real standards
- structures pages so search engines rank them and answer engines cite them
- publishes SEO and AEO ready pages and a comparison hub, each on its own URL
- monitors competitors and refreshes the pages as things change
Proof: we run our own comparison hub this way
We use SPIRITT to generate and maintain our own comparison pages: SPIRITT vs Manus, Cursor, Codex, Lovable, ChatGPT, Gemini, and more. Each page is built from what SPIRITT actually knows about the product, positioned on our standards, and kept current as competitors move.

The extra: accurate because it's connected
The reason these pages are accurate and not generic filler is the connection. Because SPIRITT is wired into your codebase, it compares on what your product truly does, and because it monitors competitors, it knows who is worth a page and when a comparison needs updating. The result is an SEO surface that grows and stays honest on its own.