← Novan Labs

Dialect 02 · For operations-heavy teams

For teams where expert time is the bottleneck.

Every operation has work that's too expensive to do well by hand and too important to do badly, the audit nobody has time to run daily, the review queue that never clears, the waste that leaks while everyone's busy. We turn that work into a system: instrumented, monitored, and owned by you.

01 · The problem

AI is everywhere in your company. Systems aren't.

Your team already uses AI, one-off prompts in private tabs, great results that live in someone's chat history and never become a repeatable, owned system. Intake stays manual. Nothing grades the output. Nothing watches for drift or runaway cost. The value is real, but it doesn't compound.

A good prompt is a demo. An operational system is a business asset.
02 · Proof

One agency's audit, run every day across every account.

Live case · marketing operations

The work no human has time to do daily, now it runs itself.

445K+
Search terms analyzed
51K+
Wasteful terms eliminated
32
Accounts audited daily

Multi-pass analysis engine

Reads hundreds of thousands of search terms and returns concrete actions across every account, the depth of review a team could never sustain by hand.

"Larry," the monitoring agent

An autonomous agent that runs the audit daily, catches waste and anomalies, and reports what needs attention before spend leaks.

03 · What we build

Not a prompt. A pipeline with a monitor on it.

Run 01The system that does the work
We take one high-value workflow, the audit, the review, the classification, the reconciliation, and build the pipeline that runs it reliably at scale, not once in a demo.
Run 02The eval that proves it's right
A graded evaluation set built against your own experts, so quality is a number you can put in front of a client, not a vibe you hope holds.
Run 03The meter that keeps it honest
Cost modeled per run and metered live, with budget caps, so the unit economics are known before you scale and there are no surprise bills.
Run 04The agent that never sleeps
Monitoring and autonomous agents watch for drift, silent failure, and runaway cost, and page a human the moment something moves.
04 · The discipline

Every system ships with the same three instruments.

Evaluated

A graded eval set so quality is measured, regression-checked, and defensible, the difference between a demo and something you'd stake a client on.

Cost-modeled

Tokens and throughput modeled up front and metered live, so ROI is clear before you scale and stays visible after.

Monitored

Always-on agents that catch drift and failure the moment they appear, you hear it from the monitor, not from the customer.

Yours

You keep the runbook, the eval harness, and the code. We make your people more leveraged, not more dependent.

05 · The offer

Start with one workflow. We'll tell you honestly if it's a fit.

We embed, map the real process, and pick the place where a system creates the most leverage fastest, then build and prove it before anyone talks about scaling.

You point
At the expensive, repeatable work you'd hand to a system if you could.
We assess
A straight read on whether AI pays off here, including telling you when a workflow isn't worth automating.
We build
One workflow at a time, shipped with its eval, its meter, and its monitor.
You own
A running system your team can operate, and a template to compound from.
Start

Tell us the workflow.

Describe the expensive, repeatable work that's eating your experts' time. We'll give you a straight read on whether a system makes sense, and what a first sprint would take.