Fix production AI bottlenecks

Let's Put Your
AI in Production

If hallucinations, slow inference, wrong tool calls, or unclear architecture decisions are blocking progress, this is the time to fix the root causes and get stable AI features your users can trust.

Get reliable answers instead of hallucinations
Get faster inference without runaway cost
Get correct extractions and reliable tool calls
Get tracing that makes failures obvious and fixable
From prototype to production AI system

How your issue gets fixed:

> 1. Identify the highest-impact failure

> 2. Define the fastest fix path

> 3. Implement and stabilize

Pain points that get fixed

The end for AI issues that are hurting trust, delivery, or growth.

Strong fit

  • Hallucinations and retrieval misses that hurt user trust
  • Incorrect extraction pipelines that corrupt downstream outputs
  • Wrong tool calls and agent routing failures in production
  • Slow inference and unstable latency that block adoption

Not a fit

  • Generic software development
  • Data dashboards or BI projects
  • Pure research or paper writing
  • Staff augmentation for non-AI work

Engagement options

Pick the route that gets your current production pain fully fixed.

Architecture Audit

From $2,500 1-2 weeks

PDF audit report of your current AI system architecture plus a 1-hour strategy call to prioritize fixes.

  • System architecture review
  • Bottleneck identification
  • Prioritized action plan
  • 1-hour strategy call
Fractional AI Engineer

$8,000/mo Monthly

Best Value

Your team has junior engineers but no senior AI architect. I join your Slack, attend 1 standup/week, do code reviews, and handle the hardest 10% of tickets.

  • Slack integration
  • Weekly standup
  • Code reviews
  • 5-10 hrs/week commitment
MVP Sprint

From $15,000 4 weeks

A working, deployed production AI system in 4 weeks. From architecture to monitoring.

  • Production-ready system
  • CI/CD pipeline
  • Monitoring & observability
  • Handoff documentation
  • Weekly calls

Why Work With Me

800+

Engineers trained through MLExpert Academy

10+

Years shipping ML systems in production

300+

In-depth technical tutorials published

100%

Focus on production, not prototypes

Common questions

Everything you need to know before kickoff

Let's Get Started

Tell me about your project. I'll get back to you within 48 hours.

Minimum engagement starts at $8,000 per month.