UltronCore
AI Agents

AI Agents & Intelligent Automation

Design and build AI-enabled assistants and workflows that process information, support employees, and complete repeatable tasks.

The problem

AI assistants are easy to prototype and hard to make dependable. Without clear permissions, review steps, and logging, an agent that works in a demo becomes a liability in production. We build agents that know their limits.

What we do

Capabilities

Knowledge assistants

Answer questions from your own documents using retrieval, with citations back to the source so answers can be checked.

Inquiry classification & drafting

Categorize incoming email or requests, route them, and draft responses that a person reviews before anything is sent.

Multi-step workflows with approval

Coordinate several tools to complete a task, pausing for human approval at the points where a mistake would be costly.

Data enrichment & summarization

Enrich CRM records, summarize support tickets, and generate reports from structured and unstructured sources.

In practice

Example Business Scenarios

01

Sales lead qualification

An inbound lead is classified, enriched with public company data, and scored. A summary lands in your CRM and the right person is notified.

02

Support ticket triage

Incoming tickets are grouped by topic and urgency, summarized, and routed — with a suggested reply the agent leaves for a human to approve.

03

Internal knowledge Q&A

Employees ask questions in plain language and get answers drawn only from approved internal documents, with links to verify.

How we work

A Typical Implementation

  1. 01

    Scope

    We pick one task where an agent adds clear value and define what 'good' looks like.

  2. 02

    Design

    We decide the tools, data access, permissions, and the human approval points.

  3. 03

    Build

    We implement with logging and evaluation so behavior is observable from day one.

  4. 04

    Evaluate

    We test against real examples, measure quality and cost, and tune before rollout.

Deliverables

What's Included

  • A scoped agent targeting one well-defined task
  • Human approval checkpoints where they matter
  • Logging, evaluation, and cost controls
  • Access controls and least-privilege tool permissions
  • Documentation and a handover so your team can maintain it
For the technically minded

Technical Considerations

The benefits above matter most. If you want the engineering detail, it's here.

FAQ

Common Questions

Not for everything. We design agents with human approval at the steps where errors are costly, and we add logging and evaluation so you can see how they behave. Full autonomy is the exception, not the default.

Ready to Talk?

Tell us about your situation and we'll suggest a practical first step for ai agents & automation.