AIM · Phase Three

Mature compound,
don’t maintain

Running systems generate more useful signal than any pilot ever will. We feed that back, tightening what works, automating what’s proven, and letting the humans focus on the edge cases that actually need them.

The operating model

Tiered Autonomous
Maintenance

L1 Auto-resolve

Narrow Incidents

Familiar problems handled without a human in the loop. Flags go up only when something new appears.

L2 Auto-triage

Human Approval

The system routes and recommends, a human approves. Each resolution teaches the next triage. The queue shrinks over time.

L3 Exception Handling

Forensics & Replay

Full trace replay and forensics on escalations. The goal is for this tier to rarely trigger.

What you get

Deliverables

Outcome & Adoption Console

Business sponsors get a live view of outcome attainment, adoption, and cost-per-outcome. No waiting for a monthly report.

Operations & Quality Console

Ops teams get availability, drift, incidents, model quality, and policy posture. One screen, not six dashboards.

Continuous Learning System

Every interaction feeds back into the system. Prompts, retrieval logic, and models improve over time without a separate retraining project.

Trust & Governance OS

Policy enforcement, audit trail, and bias checks running continuously, with reporting your board or regulators can actually read.

Portfolio Flywheel

What works in one business unit transfers to the next. Agents, patterns, and evals are all reusable, so each new build starts with a head start.

AI FinOps

Token budget management, model routing, inference cost governance, and cloud spend accountability.

How we do it

6-month execution plan

Month 1

Baselines & Alerts

Observability, FinOps, and eval baselines. Alerts setup. Incident management foundation.

Month 4

Auto-resolve Live

L1 auto-resolve live for narrow incidents. L2 auto-triage live. Incident management self-learns.

Month 6

Compounding

Agent repository. L3 becomes exception handling. Unit economics trend down. Portfolio flywheel spinning.

You graduate. We don’t lock you in.

Every Mature engagement has a clear handoff path. We train your team on what we’ve built, document what matters, and step back as your people take over. We shift from running things to advising, and we measure success by how fast that transition happens.

Outcome KPIs

Revenue increase / cost decrease
Productivity per employee
Cost per outcome
% incidents resolved autonomously
% operations completed autonomously
Audit-ready traceability
Agent reuse rate
Coverage (% workflows touched by AI)
MTTR on exceptions
Trust & compliance

We sell governance.
Here’s ours.

Healthcare payers ask about HIPAA and BAA before the second meeting. Retail buyers in Europe ask about GDPR and data sovereignty. Here’s where we stand.

SOC 2 Certified

SOC 2 Type II certified. Enterprise-grade security controls, access management, and incident response, verified by independent audit.

SOC 2 TYPE II

Healthcare-Ready Posture

HIPAA-aligned controls with BAA capability. PHI handling is reviewed by your infosec team before any pilot begins. We operate inside your compliance boundary.

HIPAA-AlignedBAA Capable

Data Residency & Model Choice

Your cloud, your region, your model choice. We work across the major foundation models and support in-VPC deployments where required.

Multi-CloudIn-VPCVendor-Neutral

Privacy & Data Protection

GDPR-ready data handling processes and CCPA compliance. SSO and role-based access for every system we touch.

GDPR-ReadyCCPA

Auditable AI Operations

Every prompt, model call, and output is logged and traceable. Built so your regulators and internal audit can actually check our work.

Full Audit LogLineage

Model Risk & Governance

Aligned to SR 11-7 and NIST AI RMF guidance. Documented validation, drift monitoring, and human-in-the-loop controls at every stage.

SR 11-7NIST AI RMF
Need our security questionnaire, BAA template, or a conversation with your CISO? Get in touch

Ready to make your AI compound?

If you have AI in production and want it to run better without more hands on it, the Mature phase is where we’d start.