Finally, a GTM stack that actually talks to itself.

No more manual data entry. No more scattered context. Just agents that remember, enrich, and act—so your team can sell.

Your team drowns in tools that don't talk.

Every lead lives in six different places. Your reps copy-paste between tools. Your CRM is 50% wrong. And nobody knows which campaign actually drove that deal.

You hired smart people to sell—not to be data janitors.

We built the memory layer your stack is missing.

RAGnos sits between your tools and remembers everything: who enriched which lead, what outreach already happened, which signals actually convert.

No more starting from zero. No more lost context. Your agents learn what works and get smarter with every interaction.

Use Cases

Stop Enriching Leads Twice

Your Problem:

What Changes:

You Get:

Write Outreach That Remembers Last Week

Your Problem:

What Changes:

You Get:

Your CRM Updates Itself

Your Problem:

What Changes:

You Get:

How It Works

Agents That Remember What Worked

Your agents don't just execute tasks—they learn from outcomes. Which signals predicted closed deals? Which outreach got replies? RAGnos remembers, so your agents get smarter every week.

See Relationships, Not Just Records

Stop searching for leads one at a time. RAGnos shows you how accounts connect, which contacts influence buyers, and where your pipeline has gaps—instantly.

Automate the Grunt Work, Not the Judgment

RAGnos handles enrichment, logging, and follow-ups. You handle strategy, qualification, and closing. Automation that knows when to hand off to a human.

Built on

R2R

Langfuse

OpenTelemetry

Twenty CRM

Hatchet

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