Use cases

Start with the process. Then the agent.

For teams with a process a person still does by hand: pick the one that sounds like your week. Each runs in Slack, WhatsApp or Salesforce. Reply within 24 hours.

  1. 01Models · Claude, Gemini, OpenAI, Bedrock
  2. 02Agentic systems · Agentforce, CrewAI, ADK, A2A
  3. 03Agentic memory · Neo4j, Cognee, IndyKite
  4. 04Automation and voice · n8n, Retell
  5. 05Deployment and governance · identity, evals, policy, audit

Use cases

Find the process that sounds like your week.

Open the one that matches the work. Each card says where it runs: Slack, WhatsApp or Salesforce. Search for Slack to see the Slack AI agents, including Agentforce in Slack and Claude in Slack. If none fit, clear the cut and tell us the process.

New100 decisions a System One model can take off your LLM bill. Ranked by the model itself.

How we work

From use case to production.

  1. 01Week 1 in the orgWe read what already exists before anyone adds a cloud.
  2. 02Written noteWhat is worth fixing, what is worth finishing, and what is not. Not a dashboard.
  3. 03Fixed scope and priceWe can fix-price a named, scoped piece once the process is clear. We will not fix-price a rescue we have not assessed.
  4. 04BuildWe implement around the process you already run.
  5. 05We stayAfter go-live, a person stays on the exceptions.

Sounds like your week?

Three desks and the use case each one opened.

Typical starting points. Each card opens the use case.

  • Example

    Head of service, Dubai property developer

    Today: Buyers send snag reports on WhatsApp. Someone retypes each one into Slack, then into Salesforce.

    After: The team decides in Slack with the record attached, and Salesforce is updated once.

    WhatsApp or Slack agent
  • Example

    Finance controller, Riyadh distributor

    Today: Month end starts with a pile of supplier PDFs on the clerk’s desk.

    After: Each invoice is matched to its purchase order, and a mismatch goes to a named person on arrival.

    Invoice processing
  • Example

    IT manager, Abu Dhabi hospital group

    Today: Engineers spend the morning on password resets and access requests.

    After: The agent handles standard requests as the user. Engineers get the real incidents.

    IT helpdesk
Examples of the work, not case studies. Roles and cities are typical of the desks we see.

The brief

Tell us which one is yours.

One email starts it. We ask about the use case and the object after. The assessment is free: a short read of the org and a written note. If you go ahead, the first build week is a fixed AED/SAR 14,900 (about USD 4,050), credited in full when you sign the build within 60 days. The honest no: if the work is a software factory with a named delivery date, we are the wrong partner.