Clara Vogel
Demo ProviderVerifiedAI/ML Productionisation Consultant · Vogel AI
82
Sessions
4.6 ★
44 ratings
4
Offers
Experience summary
I help teams take LLM proofs-of-concept to reliable production systems. Ten years in machine learning engineering — three at a top-tier research lab, then at two production ML teams. 2023 and 2024 have been a wave of demos and prototypes; 2025–2026 is the year the reliability problems come due. I work on the unglamorous stuff that separates a working prototype from a production system: evaluation, observability, failure modes, latency budgets, and the cost math that actually closes out a business case. Bias toward shipping, bias against magic.
From LLM demo to production system
Evaluation, observability, and the unglamorous reliability work that separates a prototype from a product.
Free 10-min LLM intro
Duration: 10 min
A short call to see if your productionisation problem fits my sweet spot.
Candid fit assessment
Free
30-minute Eval Review
Duration: 30 min
Bring your current eval setup (or lack of one) and we'll find the biggest gap.
Two or three concrete improvements
$240
60-minute ML Productionisation Session
Duration: 60 min
A focused hour on your LLM feature's reliability, evaluation, or cost profile.
A clearer path from prototype to production-grade
$480
$432/ session
3-pack · $1,296 total
$1,440 if bought singly
90-minute Failure-Mode Deep-Dive
Duration: 90 min
A 90-minute session walking through your system and identifying the top 5 failure modes.
A prioritised list of things to test and harden
$720
Expertise & Credentials
Ten years in ML engineering.
Three years at a research lab before going into production ML.
Regular speaker at PyCon AU and DataEngBytes.
“Clara rebuilt our eval suite and we caught a regression the next day that would have shipped to production.”