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Make your product the one AI agents discover. recommend. use.

Our team writes the docs, content and threads agents learn from, and gives you the software to track your AI visibility.

Already the answer for

  • Greptile
  • Supermemory
  • Rootly
  • PromptLayer
  • Surge

What working with our team looks like

Supermemory

90% more traffic in three months.

Our team built their strategy, wrote the docs and content, and distributed the work across search and Reddit.

  • SEO impressions1M+
  • Answer success after the docs rebuild+30%
  • “mem0 vs supermemory” on Google#1 + #2
  • Views of our Reddit benchmarks200K+

Two ways to work with us

Work with our team.Or run it with our software.

Our team · Services

Let our team do the work.

A long-term partner that owns strategy, docs, content, benchmarks, and distribution, and attributes it to AI visibility and revenue.

We write, ship, and measure.

Our software · Agent visibility

Track visibility yourself.

Track how ChatGPT, Claude and Gemini describe your brand, see the answers behind every score, and find the gaps your team can act on.

Your team runs it in the app.

How agents decide

Every recommendation passes three tests.Agent Rel prepares you for each one.

Agent search
Halcyon docs · Getting startedhalcyon.io/docs
RAG in production: a working quickstartnorthwind.dev/guides/rag
r/LocalLLaMA · Which vector DB in 2026?reddit.com · 214 comments
Who the agent recommendsClaude · 13 runs
1Halcyon
2Brightline
3Pinegrove
4Northwind
Coding agent run● running
Snippets checked against live API0 / 12
Task finished from docs alone…

Found.

Does it come across you at all?

Assistants search before they answer. We publish high quality technical content built for search and AI answers, then distribute it on X, LinkedIn and Reddit.

Content + distribution

Chosen.

Does it pick you over the rest?

We help you earn off-page mentions that strengthen your GEO visibility, and test your buyers' real questions across major models to see whether they recommend you.

Evals

Used.

Does the code it writes work?

We rebuild your docs in 14 days, check every snippet against your live API, then send coding agents through real tasks.

Docs, tested by agents

The software, in one view

See where agents recommend you.

Compare models, read the answers, and connect your team's work to changes in AI visibility.

Explore the software →
Manicule visibility dashboard in a demo organization, comparing AI model mentions and showing visibility trends.

Make your product the one AI agents choose.

Work with our team, or start with the software.