From AI demo to reliable production.
I help small product teams and agencies run AI features that are fast, measurable and affordable, and keep the infrastructure underneath them healthy. Fixed prices, read-only first, no long contracts.
Email me a problem See a sample reportAI in production
For teams that have shipped an LLM, RAG or agent feature and now need it to behave in production.
AI Production Readiness Review
3-day review of one AI feature: tracing, evaluation and release gates, latency, fallbacks, cost per answer, privacy and prompt injection, retrieval pipeline. Measured findings and a 30-day plan.
$900 fixedLLM Cost Check
Where your LLM spend goes and how to cut it: context size, model per step, caching, provider settings, and a self-hosting break-even estimate (vLLM, open-weight models).
$750 fixedAI Deploy Fix
One specific problem: slow or failing answers, timeouts and rate limits, GPU or container issues, a deployment that won’t go live.
$250–400 fixedAI Ops Care
Monthly cost and quality review, evaluation runs before releases, provider and model updates, small fixes.
$600–1,200 / monthDevOps & infrastructure
For teams and agencies without a DevOps person of their own.
Deployment Fix
A broken pipeline, 502s after deploys, SSL, Docker or NGINX issues, a server you are afraid to touch.
$150–300 fixedDevOps Health Check
3-day review of one application: CI/CD, backups and restore test, monitoring, server security, secrets, cost.
$750 fixedDevOps Maturity Assessment
Whole platform: delivery, infrastructure as code, observability, security, backup and DR. Maturity score per area and a 90-day roadmap.
from $1,750DevOps Care
Monitoring and alert triage, patching, monthly restore test, small fixes, monthly report.
$400–800 / monthSample reports
Fictional companies, real format. This is what you receive at the end of a review.
About
I’m Taha Bagatur, an AI infrastructure and DevOps engineer. In my day job I run LLM and computer-vision workloads in production for a large retail group: GPU inference servers, RAG services, an edge fleet of 50+ devices, monitoring and drift detection. I also own the DevOps platform underneath: CI/CD, Linux servers, Kubernetes, observability and backups.
Alongside that, I take a small number of fixed-price projects for remote teams.
How I work
- Read-only first. Reviews never change your systems; fixes happen only after written approval.
- Evidence, not opinions. Every finding says what was measured, so your team can check it.
- Your data stays yours. Personal data is masked in anything I keep, and access is removed when we finish.
- Agencies: I work behind the scenes; you keep the client relationship.
Contact
Send the problem: an error, a trace, a log or a short description. Within 24 hours you get a fixed price and how I would approach it. Nothing is billed until you approve the quote.
taha@tahabagatur.com