Applied AI & Agents

Generative AI recruitmentfor products built on LLMs and agents.

Lio recruits engineers and product-minded specialists for companies building with large language models and AI agents. The field moves quickly, so we focus on people who have shipped LLM features, evaluated them rigorously and can tell a working demonstration from a reliable product.

Who we recruit

The people we recruit

01

LLM Engineers

Engineers who fine-tune, prompt, evaluate and integrate large language models into products.

02

AI Agent Developers

Engineers building agentic systems that plan, call tools and recover from failure, with close attention to reliability.

03

Applied AI Engineers

Builders who connect models to real workflows, company data and user experience.

04

Retrieval and Search Engineers

Specialists in retrieval-augmented generation, embeddings and ranking that ground model outputs in trusted data.

05

Evaluation and Safety Specialists

Engineers who design evaluation suites, red-teaming and guardrails for how models behave in production.

06

Generative AI Product Leaders

Product and engineering leads who define what generative features should do and how their success is measured.

Our perspective

Why generative AI roles are hard to fill

The skills in this market are new and job titles are inconsistent. Many candidates have built impressive demonstrations but have not yet kept a system reliable under real usage. We look for evidence of production work, including how candidates measured quality, managed cost and closed the gap between model behaviour and user expectations.

Generative AI hiring also spans very different needs. A company fine-tuning models needs different people from one building agents on top of a hosted model API. We help hiring teams define the work precisely, so the search targets the right profile rather than the most fashionable title.

We support companies hiring across the US.

Challenges

Hiring challenges we help with

  • 01

    Separating hype from delivery

    Strong candidates explain their trade-offs. We look for people who can describe what went wrong, how they measured quality and what they would change next time.

  • 02

    Keeping pace with a fast-moving field

    Tools and techniques change every few months. We assess engineering judgement and learning ability alongside current tooling.

  • 03

    Balancing seniority and hands-on skill

    Many generative AI leaders are strategists and builders at once. We help companies find people who can do both at the level the roadmap requires.

Related specialisms

Explore more of our search areas.

Get in touch

Exceptional teams start with the right people.

Whether you're building something ambitious or considering your next move, let's talk.

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