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AI operations, with context

Scale AI on context
your business can trust.

Bring business definitions, policies, and decisions into your AI workflows. Keep context available with MemQ. Check data meaning with Crosswalk.

No card required for MemQ Free.

Your systems. Shared context.

Lakehouse + semantic stack

DatabricksdbtSnowflakeMicrosoft Fabric

Enterprise apps

SalesforceOther connectors planned
Connect business meaning

Your teams + AI agents

Work with consistent business context

Proposed Crosswalk workflow. Stack examples shown; fit and availability are assessed per deployment.
How the products fit your stack
Your systems
Your CRM, lakehouse, dbt models, and catalog metadata.
MemQ
Preserves approved definitions, policies, and decisions.
Crosswalk
Reviews semantic mappings and supporting evidence. Product preview; the MemQ integration is planned.
Shield
Classifies and redacts sensitive data on the device before it reaches an AI provider or MemQ.
Your teams and agents
Use approved context within the configured workflow.

Products

Keep the context. Check the meaning.

MemQ

MemQ

Available now

Switch tools. Switch teammates.
Keep the memory.

Carry approved context, decisions, and handoffs across sessions and MCP-compatible tools.

Explore MemQ
Decision: Revenue means closed-won bookingsIllustrative context · Owner: Revenue Operations

Crosswalk

Product preview

Check what agents read.
Review what they write.

Compare CRM records, fields, relationships, and business terms with your lakehouse mappings.

Explore Crosswalk
Opportunity.Amount ↔ opportunity.amountIllustrative mapping · Currency and grain need review

AIEGES ShieldShield guards the path in front of both: a local classifier redacts personal, health, and proprietary data from prompts, files, and memory writes before they leave the device.Explore Shield

Shield + MemQ

Protect the context before you remember it.

Shield inspects the write on the device. Authenticated MCP carries only the approved payload. MemQ applies server-side scope and access checks before context becomes durable memory.

A client memory write passes through Shield classification, redaction, or blocking on the device before authenticated MCP sends the sanitized payload to scoped MemQ memory.
Configured write path shown. Shield protects the local boundary; MemQ governs hosted memory. Product behavior depends on plan, client configuration, and policy.

Built for the work

Choose the control your team needs first.

Each product stands on its own. Combine them when a workflow needs memory, meaning, and protection together.

  1. MemQ

    MemQ · Available now

    Builders and AI-forward teams

    Keep project decisions, runbooks, and handoffs available across sessions, tools, and teammates.

    Persistent AI agent memory
  2. Crosswalk · Product preview

    Data, revenue, and operations teams

    Review how CRM fields, lakehouse columns, and business definitions map before AI relies on them.

    CRM and lakehouse alignment
  3. AIEGES Shield

    Shield · Available today

    Security, compliance, and platform teams

    Classify and redact sensitive prompts, files, and tool calls before they reach AI providers or memory.

    Local AI data protection

A closer look at Crosswalk

The same field name isn’t always the same meaning.

Bring the question, the mapping, and the evidence into one review. Align your CRM and lakehouse around the definitions your business uses.

See what Crosswalk checks
Mapping reviewIllustrative example
CRM fieldOpportunity.Amount
Lakehouse columnpipeline_value_usd
Question to resolveAre both values on the same currency basis?

Needs review · Check the conversion rule

The preview does not send changes to source systems.

How it works

Start with a workflow. Build around your business.

1

Align the definitions

Agree on business terms, ownership, and policy before agents use them.

2

Connect the right systems

Scope the lakehouse, business apps, and tools your workflow actually needs.

3

Put review into the workflow

Keep people in the loop with clear handoffs, approvals, and evidence.

Proof

Inspect the evidence behind the promise.

Technical details, published results, and governance resources for a closer look.

FAQ

A few useful answers.

Compare MemQ plans
What is persistent memory for AI agents?

Persistent agent memory keeps approved context, decisions, and handoffs available beyond one chat or coding session. MemQ exposes that memory to authenticated MCP-compatible tools so teams do not have to rebuild the same context every time.

How do Shield and MemQ work together?

Shield classifies, redacts, or blocks sensitive content on the device before an authenticated MCP request reaches MemQ. MemQ then applies server-side access and namespace checks before storing approved context.

What does Crosswalk do?

Crosswalk is a product preview for reviewing how CRM fields, lakehouse columns, semantic models, and business definitions map to one another before AI workflows rely on them.

Can I use MemQ without Crosswalk?

Yes. MemQ is available separately for persistent memory across sessions and MCP-compatible tools. Crosswalk is a product preview and is not required to use MemQ today.

Ready to move forward?

Make your data mean the same thing across your AI workflows.

Tell us which systems and definitions need to align.
We’ll help scope a practical starting point.

Discuss your data workflow

Or start with MemQ Free.

Opens your email app. Please don’t include credentials or customer records.