Full Deployment Remediation
End-to-end. From broken to production-grade.
Complete Ground Truth diagnostic. Full implementation. Pipeline architecture for long-term stability. Monitoring and drift detection. For mission-critical systems where the diagnosis alone isn't enough.
Starting at $10,000/month · Engagement-based · Inquiry required
Who this is for
The diagnosis tells you what's wrong. Sometimes your team can fix it. Sometimes they can't — because of timeline, complexity, or the nature of the failure.
This engagement is for situations where you need the fix implemented, not just identified.
- Mission-critical vertical where getting it wrong has consequences beyond a bad metric — defense, medical, industrial, autonomous systems
- Your team can't complete the remediation within the deadline you're facing
- The failure is architectural — not a config fix but a pipeline rebuild, a monitoring overhaul, a deployment redesign
- You need ongoing support through the deployment milestone — not a report and a handoff
- A high-stakes milestone is approaching: DoD demo, FDA submission, client deployment, investor demo
This isn't consulting. It's embedded remediation. I'm in your Slack, reviewing your PRs, responding to incidents. Until it's deployed and stable.
What's included
Every remediation starts with a full diagnostic. Three failure modes identified. Root cause. Fix sequence. This is the same $1,500 diagnosis — included in the engagement.
Not just identifying the fix — implementing it. Pipeline synchronization. Environment parity fixes. Distribution mismatch remediation. Whatever the diagnostic reveals, we fix.
- Single codebase for training and serving pipelines — structural impossibility of divergence
- Automated parity tests in CI/CD — deployment blocked if pipelines disagree
- Feature store integration where applicable — one source of truth for feature computation
- Version-locked artifacts with digest pinning — no silent drift
- PSI alerts on every feature — distribution shift detected before it affects predictions
- Performance tracking against production ground truth — not just offline metrics
- Data quality monitoring — input validation, schema enforcement, missing value detection
- Incident runbook — what to check first, second, third when production degrades
- In your Slack — real-time communication with your engineering team
- PR reviews — every ML-related change reviewed before merge
- Incident response — when production degrades, I'm the first call
- Knowledge transfer — your team understands every change and why it was made
Built for high-stakes deployment
- →ITAR-aware engagement protocols
- →NDA and security clearance compatible
- →No second chances on demonstration day — systems must perform in field conditions
- →Experience with DoD program milestones, SBIR timelines, series-gated funding
- →FDA submission documentation support — change records, validation protocols
- →Domain adaptation for field devices vs. lab equipment
- →Understanding of regulatory timeline pressure
- →Experience with De Novo, 510(k), and PMA pathways
- →The problem is almost always pipeline parameters, not the physical environment
- →Fixes that don't require retraining — faster to deploy, less risk
- →Production line integration without downtime
- →Client-facing deployment support
From inquiry to stable deployment
You reach out. We have a scoping conversation about your system, your timeline, and what's failing. No charge. If a $1,500 diagnosis would solve this, I'll tell you — this engagement is for situations that need more.
Based on the scoping conversation, I propose a specific engagement: timeline, deliverables, monthly investment. Everything is defined before we start. No open-ended billing.
Full Ground Truth diagnostic. Same rigor as the standalone diagnosis. This becomes the remediation roadmap — every subsequent implementation decision traces back to specific findings.
Fix sequence executed in priority order. Pipeline synchronization. Environment parity. Distribution remediation. Monitoring deployment. Each fix validated against production metrics before proceeding to the next.
After remediation, transition to monitoring and support. Monthly retainer. PR reviews, incident response, drift monitoring. Scale down as your team takes ownership.
From $10,000/month
Scope drivers
Every engagement is scoped individually. The factors that determine investment:
- System complexity — number of models, pipeline architecture, deployment topology
- Timeline pressure — a demo in 2 weeks vs. a submission in 3 months changes the engagement intensity
- Vertical requirements — defense and medical carry additional compliance and documentation overhead
- Team capacity — how much your team can own vs. what I need to implement directly
No open-ended billing. No surprise invoices. Scope defined before we start. Monthly investment agreed in advance.
Not sure if you need full remediation? Start with the $1,500 diagnosis. You'll know exactly what's wrong. If your team can fix it — great. If not, the diagnosis becomes the first phase of remediation and the cost is credited.
For situations where the diagnosis isn't enough
Starting at $10,000/month · Engagement-based · Inquiry required
Just need the diagnosis? $1,500 · 48 hours · Moe personally →