Which companies are hiring for LLM observability roles?

The companies with the most active LLM observability listings are: Amazon (304 roles), JPMorgan Chase (175 roles), Google (151 roles), Capital One (120 roles), Apple (92 roles).

What AI lifecycle stage does LLM observability belong to?

LLM observability primarily belongs to the evaluation and application stages of the AI lifecycle. In current hiring, LLM observability roles concentrate at: agents (70%), serving infrastructure (9%).

What sectors invest most in LLM observability?

The sectors with the most active LLM observability hiring are: Enterprise, Big Tech, Banking.

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LLM observability

Monitoring, tracing, and debugging LLM applications in production, including prompt and response logging, latency and cost tracking, and live quality metrics.

Primary AI lifecycle stage: evaluation and application.

As of today, 3,121 active AI roles across 225 companies in our index reference LLM observability. Hiring concentrates at the agents (70%) and serving infrastructure (9%) stages. Most common sectors: Enterprise, Big Tech, Banking.

Top hiring:

Function

All Engineering · 4599 Product · 548 Research · 269

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82 AI roles tagged llm_observability.

Company	Title	Sector	AI score	Other tags
Disney	Lead Machine Learning Engineer	Media	9	Agent orchestration · Agent research · Multimodal · RAG · Evals · Guardrails · Model serving · Inference infra
Disney	Lead Product Manager, AI Platform	Media	8	Agent orchestration · RAG · Evals · Model serving
Disney	Director, Decision Science AI/ML Engineering & Ops	Media	8	Model serving · Inference infra · Guardrails · Evals
Comcast	Engineer 4 - Machine Learning	Media	8	Agent orchestration · Model serving · Fine-tuning · Evals · Guardrails
Disney	Omni-Channel Analytics Mgr	Media	8	Agent orchestration · Agent research · Fine-tuning · Evals · Guardrails
Disney	Manager - Applied AI	Media	8	Agent orchestration · Tool use · Evals · RAG · Model serving
Comcast	Senior Manager - Agentic AI	Media	8	Agent orchestration · Agent research · RAG · Tool use
Disney	Sr Software Engineer	Media	8	Agent orchestration · Tool use · RAG · Fine-tuning · Inference infra · Model serving
Disney	Staff GenAI/ML Engineer (Emerging Tech & AI Automation) Project Hire	Media	8	Agent orchestration · RAG · Fine-tuning · Model serving · Vector DB · Evals
Comcast	Engineer 3 - Machine Learning	Media	8	Agent orchestration · Model serving · Inference infra · Guardrails
Comcast	Engineer 3 - Machine Learning	Media	8	Agent orchestration · Model serving · Inference infra · Guardrails
The Trade Desk	Staff Product Manager, Agentic AI	Media	8	Agent orchestration · Evals · Guardrails
Comcast	Engineer 2 - Machine Learning	Media	8	Agent orchestration · Tool use · Model serving · Inference infra · Agent research
Comcast	Software Engineer - Agentic AI	Media	8	Agent orchestration · Tool use · Evals · RAG · Agent research
Disney	Software Engineer II	Media	8	Agent orchestration · Tool use · Fine-tuning · Model serving
Comcast	Principal Engineer - Agentic AI	Media	8	Agent orchestration · Agent research · Evals · Tool use
Comcast	Software Engineering Manager, AI Agents	Media	8	Agent orchestration · Tool use · Evals · Guardrails · Model serving
Comcast	Engineer 3, Agentic AI	Media	8	Agent orchestration · Tool use · Evals · Agent research · Code gen
Disney	Staff GenAI/ML Engineer (Emerging Tech & AI Automation) Project Hire	Media	8	Agent orchestration · RAG · Vector DB · Fine-tuning · Model serving · Evals
Comcast	Machine Learning Engineer 4	Media	8	Agent orchestration · Evals · Guardrails · Model serving · Inference infra
Comcast	Sr. Software Engineer - Agentic AI	Media	8	Agent orchestration · Agent research · RAG · Evals
Comcast	Agent Evaluation Engineer	Media	8	Evals · Agent orchestration · Guardrails
Warner Bros Discovery	Sr. Staff, Data Science & Applied AI	Media	8	Agent orchestration · RAG · Evals · Guardrails · Model serving
Warner Bros Discovery	Sr. Staff, Data Science & Applied AI	Media	8	Agent orchestration · Tool use · Guardrails · RAG · Vector DB · Agent research
Disney	Sr Machine Learning Engineer	Media	8	Model serving · Inference infra · Forecasting
Warner Bros Discovery	Sr. Staff, Data Science & Applied AI	Media	8	Agent orchestration · RAG · Guardrails · Model serving · Inference infra
Disney	Lead Machine Learning Engineer, Ad Platforms	Media	8	Recommender systems · Search & ranking · Fine-tuning · RAG · Multimodal · Vision · Evals
Disney	Software Engineer II	Media	7	Agent orchestration · Tool use · RAG
Disney	Sr Software Engineer	Media	7	RAG · Vector DB · Fine-tuning · Model serving
Disney	VP, Analytics Engineering & DnA Operations	Media	7	Agent orchestration · Evals · Guardrails

Frequently asked questions

What is LLM observability in AI?
Monitoring, tracing, and debugging LLM applications in production, including prompt and response logging, latency and cost tracking, and live quality metrics. Primary AI lifecycle stage: evaluation and application.
How many AI roles reference LLM observability right now?
3,121 active AI roles across 225 companies in our index reference LLM observability as of today.
Which companies are hiring for LLM observability roles?
The companies with the most active LLM observability listings are: Amazon (304 roles), JPMorgan Chase (175 roles), Google (151 roles), Capital One (120 roles), Apple (92 roles).
What AI lifecycle stage does LLM observability belong to?
LLM observability primarily belongs to the evaluation and application stages of the AI lifecycle. In current hiring, LLM observability roles concentrate at: agents (70%), serving infrastructure (9%).
What sectors invest most in LLM observability?
The sectors with the most active LLM observability hiring are: Enterprise, Big Tech, Banking.