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AI assistants and orchestration

Give the work a team.

Use assistants for focused tasks and coordinated agents for workflows with multiple roles. Define the context, tool access and review points around a useful business outcome.

AI & care

AI assistants and orchestration

AI assistants

Help a customer or employee answer a question, find information or prepare a bounded piece of work.

  • Support and sales grounded in permitted business knowledge.
  • Content drafts, translations, reports and administrative preparation.
  • Learning from approved materials, with escalation when a task needs a person.

Agent orchestration

Coordinate specialist roles, connected tools and ordinary automation through a reviewed business workflow.

  • Research, draft, check and hand off work with scoped shared context.
  • Prepare listings, quotations, client deliverables or support resolutions.
  • Use review points, run history, usage limits and recoverable job states.
Orchestra connects tasks, context and tools into shared work.

Example workflow

From a Telegram ticket to a reviewed fix.

Client

Checkout stopped working after the last update.

Kraft Care · Grok

Proposed fix ready for owner review.

Review the changes

The repository owner retains review, push and merge authority. Client tickets request work; they do not approve repository changes.

Illustrative interface

  1. Client ticket

    The client submits a software issue in Telegram.

  2. Grok prepares a fix

    The workflow brings proposed changes back for inspection.

  3. Owner review

    The owner checks the exact change and the available check results.

  4. Owner push & merge

    The owner initiates push and merge through Telegram.

A client reports the issue in Telegram. Grok prepares a proposed fix. The project owner reviews the change and initiates push and merge from Telegram.

Bring your project into Kraft’s Telegram and Grok workflow. Managed setup is scoped to your repositories and review process; self-serve access is planned.

Discuss Telegram software care

Controls agreed for each workflow

  • Scoped data and tool permissions
  • Human review and approvals
  • Sources, actions and run history
  • Time, spend and action limits
  • Failed-run handling and safe retry
Plan an AI workflow

Delivery is assessed per assistant, workflow and connected tool. Orchestra is a portfolio starting point; a hosted self-serve workflow product is planned.

Let’s talk about the work

What would make your business work better?

Tell us what you run, the work you want to improve and the result you need. We can discuss the product scope, custom delivery and integrations that fit.

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