AI • Software • Automation

AI and software that fits into real workflows.

Trace Native builds practical AI, software and automation systems for businesses that need technology to work reliably in the real world.

LLM applicationsRAG & searchAI agentsDocument understandingWorkflow automationERP & CRM integrationsInternal toolsAPIsData pipelinesDashboardsMonitoring & tracing

Services

What we build

Focused engagements that start from how your business actually runs, not from a technology we want to sell.

Applied AI systems

Assistants, document understanding and decision support built on production-grade language models, with evaluation and guardrails from day one.

  • LLM applications
  • RAG & search
  • Agents
  • Evaluation

Custom software

Web platforms, internal tools and APIs designed around your workflows, built to be maintained long after launch.

  • Web apps
  • Internal tools
  • APIs
  • Cloud

Automation & integrations

Connect the systems you already use and remove the manual handoffs between them, with clear logs of every step.

  • Workflow automation
  • ERP & CRM
  • Webhooks

Data & observability

Pipelines, dashboards and monitoring that show what your systems are doing, so problems are found before customers find them.

  • Pipelines
  • Dashboards
  • Monitoring

See it traced

Every step, logged and visible

Pick a workflow. Each step runs, records what it did and hands off to the next, so nothing happens out of sight.

Trace / order intakeRunning
  1. InboxOrder arrives by email or form
  2. ExtractLine items read from the attachment
  3. ValidateChecked against catalog and pricing
  4. ERPOrder created in your system of record
  5. NotifyTeam and customer updated
0 / 5 steps logged

Approach

How we work

A short, predictable path from first conversation to a system you can rely on.

  1. 01

    Understand

    We map the workflow, the people in it and the outcome that matters before proposing anything.

  2. 02

    Design

    A clear plan with scope, architecture and milestones you can review in plain language.

  3. 03

    Build

    Working software in short cycles, with regular demos instead of long silences.

  4. 04

    Trace

    Logging, monitoring and documentation built in, so you always know what the system is doing.

Principles

Visibility, built in from the start

In software, a trace shows what a system did. Native means designed in, not bolted on. That is the standard we hold our work to.

Clear communication

Straight answers on scope, progress and risk. No jargon where plain words will do.

Measurable outcomes

We agree on what success looks like up front and build toward it, not toward a feature list.

Dependable execution

Systems that are tested, documented and handed over in a state your team can own.

Contact

Tell us what you are working on.

A few lines about the problem is enough to start. We work with teams across time zones and reply to every message.

We typically respond within one business day.