AI Maintained

Optimize & Scale

We build it and continue to drive

Not a support ticket. Not a monthly check-in. We take ongoing technical ownership of the AI systems we build (or the ones you already run) to protect and compound their commercial return.

What ongoing ownership covers

Watch

Always-on visibility into the system

01

Performance monitoring

Latency, cost, and accuracy watched around the clock

02

Model and prompt evaluation

Every change scored before it ships

03

Incident investigation

When something breaks, we find out why

Improve

Reliability and reach keep climbing

04

Workflow optimization

The system keeps getting faster and cheaper

05

Model and data updates

The best model for the job and the price: subscription, frontier tokens, or open weights

06

New features

Capability added as your business asks for it

07

Additional integrations

More of your stack wired in over time

Prove

Outcomes stay measurable

08

Governance reviews

Oversight and compliance checked on a schedule

09

Monthly performance reporting

The numbers, in writing, every month

Our process

7Stages
3Gates
0Wasted spend
2–4Weeks to baseline

We take on ownership as the numbers prove it. So you never pay for maintenance that isn’t earning its keep.

Stage 01

Intro

We align on the system, the stakes, and what winning looks like.

Stage 02

Audit

We map the system as it actually runs: performance, cost, failure modes, and the gaps nobody owns.

Stage 03

Proposal

With the audit done, we scope the ownership plan: monitoring, improvement priorities, and reporting cadence.

Gate · validates the numbers
Stage 04

Baseline

We instrument the system and set the baseline. Every improvement after this is measured against it.

Gate · validates the approach
Stage 05

First improvement

We ship the first improvement and score it against the baseline. The number moves, or we change course.

Gate · validates reliability
Stage 06

Steady state

Monitoring, evaluation, and governance settle into a schedule. The system is watched, not just fixed.

Stage 07

Compound

We fold in gains as models improve and the business changes. The return compounds month over month.

Experience tells us the auditalone finds savings, before a single change ships. So much that clients think we’re done. We’re just getting started.