Services

AI systems, built and delivered as defined projects

Two primary capabilities and one specialist one. Each starts from a written specification, runs to an agreed plan, and ends with output someone has reviewed and signed off.

Primary capabilities

What most of our work is

AI Systems & Automation

Identifying the processes worth automating and building them properly: model steps wired into your data and APIs, structured output, validation against your rules, and human review where judgement belongs.

  • Process discovery and workflow design
  • LLM and AI service integration
  • Structured-output and validation pipelines
  • Human-in-the-loop review and exception handling
  • Internal tools, review queues and dashboards
  • Custom applications, integrations and data pipelines

AI Content & Media

Production systems for teams that have to publish: newsroom and editorial workflows, marketing content at channel scale, and AI-assisted video from script through to an approved, versioned cut.

  • Journalism, news and data-driven reporting
  • Research, drafting and editorial review pipelines
  • Marketing campaigns, variants and repurposing
  • AI video: script, storyboard, assets, assembly
  • Brand, style and factual-quality controls
  • CMS and publication-system integration

In more detail

The work inside those two

Both capabilities share a spine — sources in, a model step, checks, review, delivery. These are the pieces we build most often.

01

Process discovery

Mapping how the work runs today and where a model genuinely helps — including where it does not.

02

Workflow automation

Replacing repeated manual steps — intake, routing, checks, notifications — with something auditable.

03

LLM integration

Model steps connected to your systems, with timeouts, retries, cost limits and defined failure behaviour.

04

Structured output & validation

Output constrained to a schema and checked against rules before anything downstream accepts it.

05

Editorial & content pipelines

Research, drafting, fact-checking and approval as steps in a system rather than as habits.

06

AI video workflows

Concept, script, storyboard, generated assets, assembly and channel versions, with approval gates.

07

Human review & exceptions

Queues, approvals and escalation paths, with reviewer decisions recorded against the result.

08

Custom software & integrations

Web applications, internal tools, data pipelines, APIs and Shopify work — the layer everything runs on.

09

Monitoring & refinement

Seeing what ran, what failed and what was corrected, then tightening the rules that needed it.

Specialist capability

Language Data, Voice & Transcription

A separate, long-standing line of work: speech and language data collected, transcribed, annotated and independently checked against a written specification, delivered in a structure your pipeline can consume. Brazilian Portuguese is the core locale; additional Latin American locales are assessed per project.

Engagement model

Defined projects, with room for ongoing work

Discovery
A short, paid piece of work when the right system is not yet obvious. Ends with a written recommendation you can take anywhere.
Defined project
The default. A written scope, an agreed deliverable and acceptance criteria. Best when you know what you need built.
Pilot
A first run against real cases before committing to volume, so the rules and formats can be corrected while it is cheap to do so.
Ongoing delivery
Continuing development, batches or operation against a rolling plan, once a first project has established the standard.
What we do not do
We do not sell headcount by the hour as our lead offer, and we do not quote a price before understanding the specification.
What we will tell you
When a process should not be automated, or when ordinary software solves it better than a model would. That answer is part of the work.

Start a project

Tell us what you need automated, produced or built.

Send a short brief — the process as it runs today, what breaks, and what a good result looks like. We will reply with questions, a proposed shape for the system and what we would need from you to start.