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Valtair
Capabilities

Agents and Automation

We build agents for workflows that are worth automating and consequential enough to need guardrails. State, approvals, and cost controls come first, so automation is dependable rather than impressive.

01

Problems we solve

  • A multi-step workflow is repetitive but too consequential to automate carelessly.
  • Early agent experiments are unreliable and hard to debug.
  • Autonomous actions need a human check before anything irreversible happens.
02

What's included

  • Agent architecture
  • Tool integrations
  • Workflow state
  • Human approval
  • Retry and fallback handling
  • Cost controls
  • Evaluation
03

How we approach it

  1. 01

    Model

    Map the workflow, its state, and the decisions that need a human.

  2. 02

    Build

    Implement agents with tool use, retries, and fallbacks.

  3. 03

    Guard

    Add approval gates, cost controls, and an audit trail.

  4. 04

    Evaluate

    Test against real cases and monitor reliability in production.

04

Representative technologies

LangGraphWorkflow enginesTool/function callingQueuesProvider-agnostic model APIsObservability
05

Frequently asked

How do you keep agents reliable?
Durable workflow state, explicit retries and fallbacks, and evaluation against real cases, rather than relying on a single long prompt.
Can a person approve actions before they happen?
Yes. We add human approval gates at the decisions that matter, with a full audit trail of what ran and why.
How do you control cost?
Routing, caching, and per-workflow budgets keep inference cost predictable even as usage grows.

Have a project that needs Agents and Automation?

Tell us what you are building. We will show you what it takes to ship it to production, and reply within one business day.