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How MemLab fits your stack

How context flows

From the systems you already run, into one governed context layer, out to every agent your team works with — the same shared memory everywhere: grounded, current, and cited.

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01 · Connect

E-commerce systems

Your business systems and data sources

  • System of branding

    Brand, product & content

    • Shopify
    • Figma
    • Canva

  • System of marketing

    Ads, email & analytics

    • Meta Ads
    • Google Ads
    • Klaviyo

  • System of sales

    Storefronts & marketplaces

    • Shopify
    • Amazon
    • TikTok Shop

  • System of customer experience

    Support & customer feedback

    • Gorgias
    • Zendesk
    • Trustpilot

  • System of operations

    Inventory, orders & fulfillment

    • ShipBob
    • NetSuite
    • EasyPost

  • System of data & analytics

    Reporting, BI & data warehouse

    • GA4
    • Looker
    • BigQuery
    • Tableau
    • Snowflake

  • System of knowledge

    Documents & collaboration

    • Notion
    • Confluence
    • Drive
02 · Organize

Open & portable context

One source of truth for your business context

MemLab Company brain

  • AI-ready memory & knowledge graph

    Structured, deduplicated memory, linked across the products, people, and campaigns it mentions.

  • Grounded & versioned truth

    Every fact keeps its source and grounding verdict — when things change, the old version is superseded, never silently lost.

  • Agent skills & procedures

    Reusable procedures agents look up mid-task, with working memory for the job at hand.

03 · Serve

Interfaces & agents

Where your team and AI work

  • Custom agents

    Agents you build for your business

    • Merchandising Agent
    • Promo Agent
    • Inventory Agent

  • Vertical agents

    E-commerce-specific agents

    • Customer Insights Agent
    • Support Agent
    • Growth Agent

  • General-purpose agents

    Any MCP-capable assistant

    • Claude
    • ChatGPT

  • Tools

    The MemLab extension brings recall to them

    • Slack
    • Teams
    • Gmail

Every source connects over MCP and the write API today — anything with an MCP server or an export can feed the layer; native one-click connectors are rolling out. Agents read the same way, over MCP and the REST API, with every answer carrying the sources it came from. Inside everyday tools like Slack, Teams, and Gmail, recall arrives through the MemLab browser extension and the MCP-capable assistants your team already runs.

Connect. Organize. Serve.

Three moves, one loop: connect the systems you already run, let MemLab organize what they know, and serve the same context everywhere work happens.

01 · Connect

Your systems feed the layer

Orders, campaigns, tickets, docs — each connected system writes what it knows into MemLab, and every record keeps the source it came from.

02 · Organize

MemLab makes it one context

Duplicates merge into one memory, facts are checked against their sources, and when a price or policy changes the old version is superseded — kept on the record, no longer answering.

03 · Serve

Every agent, the same memory

Claude, ChatGPT, and the agents you build pull from the same layer over MCP and the API — and the MemLab browser extension brings that same recall into the tools your team lives in. Same question, same context, sources attached.

One layer. Every agent on the same page.

Connect your stack once, and every AI tool you use starts from what your business already knows.

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