Service ยท Engineering

Sometimes you need automation, not AI.

Clever, rigorous automation for clients who need engineering, not a model. We codify the rules, run the job in one click, and surface the results clearly. When a model would be overkill, we tell you. Scoped per case, after discovery.

What it looks like

Clever automation, not AI for its own sake

Policy-as-code checks

Codify the rules once (QA, compliance, structural, content), run them automatically, and get a dashboard of violations instead of digging through source by hand.

Codified rulesAuto-runViolation dashboard

One-click workflows

Collapse a manual, multi-step process into a single repeatable action with transparent, auditable output. The lineage of the custom QA tool we built at enterprise scale.

RepeatableOne actionAuditable output

AI-vs-automation triage

In a discovery call we identify which parts genuinely need AI and which are better served by deterministic automation. Sometimes the honest answer is no model at all.

Honest scopingRight tool for the job

Go deeper

Read how we think, and how we tested it

Structural Signals

The blog series

Anonymized Fortune 500 websites, analyzed through the Five-Lens network science framework. Patterns, failure modes, and what the topology actually predicts.

Read the series

Research

The 2025 thesis

Network topology predicts a page's business function with 95% accuracy, outperforming text-only NLP models by more than 34 percentage points.

See the research

Let's talk

Questions about transparent AI governance? Curious how your digital architecture measures up? Start a conversation.