Context Engineers · Clean data for LLMs

Clean data for LLMs

Garbage in, garbage out.

Your AI already has access to your apps, but it can't clean your data.

Without context

Shopify $42,180

Xero $39,920

Meta $51,400

→

🤷

Wrong Numbers

LLM doesn't know what to trust.

With context

Shopify

Xero

Same question. Different answer.

Without Context

Your LLM

no context

How are we tracking toward our Q3 goal?

9:14 ✓✓

Your Shopify data shows you at $42,180.

9:14

✕Data ✕Context ✕Memory

With Context

Your LLM

connected · company brain

How are we tracking toward our Q3 goal?

9:14 ✓✓

You're at $41,860 of $50,000.
3 weeks left, you're on track ✓
Pacing slightly ahead of last quarter.

9:14

✓Data ✓Context ✓Memory

Introducing

The Company Brain.

All of your business knowledge organised into
one live source of truth.

Raw Data

Numbers

Activities

Meetings

Messages

Docs

Company Brain

Clean Data

Live, structured, queryable

Company Wiki

Plans, SOPs, history

Knowledge Graph

People & company relationships mapped

R Ramp · $32B fintech

Case Study.

Every Ramp employee gets instant access to AI agents that can answer questions and perform tasks using company knowledge and data.

Read full case →

Step 01

Company Data

Slack

Notion

Linear

Intercom

Salesforce

Step 02

Company Brain

Data

Context

Memory

Step 03

LLM Workspace

Glass

Workspace pre-loaded with Ramp's data and business context.

Step 04

Skills (Dojo)

underwrite

reconcile

customer-digest

draft-board-deck

+ 346 more

Step 05

Tools

Send email

Book meeting

Charge card

File ledger

Update wiki

99.5%

daily AI adoption across the company

84%

of employees use coding agents weekly

4–5 hrs

reclaimed per employee, per week

More Case Studies

Shopify

Y Combinator

Their CEO open-sourced a knowledge graph + nightly memory loop. Real, runnable.

Anthropic

Box

Aaron Levie's bet: every knowledge worker becomes a manager of agents.

The shift

Make AI usable.

The hard way

Train your team to use AI.

Slow, inconsistent, unreliable.

The right way

Make AI usable.

No onboarding, instant access, accurate information.

Tools change daily. Your team shouldn't have to keep up.

Beyond the build

Once it's built, we keep it running.

Training

Train your team to use and improve the Company Brain.

ToolsClaude · Codex
AutomationSkills · Agents

Hands-on, in your tools, with your data.

AI Adoption

Get your team excited about AI, track the right metrics for real adoption.

ProgramsOffsites, Hackathons, Intensive Training.
IncentivesMake AI usage rewarding, not mandated.
ReportingMeasure who's using what, find the gaps.

Get your team up to speed, fast.

Agents & Automation

Turn repeatable work into self-running flows, onboard digital employees.

Automate processesReports, reconciliations, follow-ups. Handled, on a schedule.
Build agentsNamed teammates that own a function end-to-end. Always on, always learning your way.

Manual today. Automatic tomorrow.

Expand Context

Introduce new sources of data.

Deep Customer ResearchLearn more about your customers.
Market PulseStay up to date on your industry.
Competitor IntelTrack your competitors.

All the information you need to run your business.

Garbage in, garbage out.

Same question. Different answer.

The Company Brain.

Case Study.

More Case Studies

Make AI usable.

Once it's built, we keep it running.

Training

AI Adoption

Agents & Automation

Expand Context

Let's Chat.