Clutch
Financial Services
SeniorMLEngineer
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“Senior ML Engineer at Clutch. Skills: ML Engineering, Production AI, LLM Agents, API Development. Own ML API for NBA recommendations. Harden ML API for low-latency traffic”
What You'll Achieve.
Reduce P95 latency by 30%; Reduce per-conversation cost by 30%
Industry & Context.
Root cause analysis; Troubleshooting
What They're Looking For.
Must Have
7+ years engineering experience, Proven track record shipping production ML systems, Python experience in production codebases, Comfort with TypeScript, Tool-design discipline for LLM consumption, Eval discipline for non-deterministic systems, Prompt-shape literacy, Tool implementation rigor, Experience building low-latency production APIs, Comfortable in AWS, Comfortable in Docker, Comfortable in GitHub-based workflows, Actively use AI tooling in engineering workflow
Nice to Have
Production agent observability experience, Cost and latency tradeoff intuition, Familiarity with agent runtime framework, Multi-tenant agent gating experience, Prior SaaS experience, Prior FinTech experience, Databricks, PySpark, Terraform
What You'll Do.
Own ML API for NBA recommendations
Harden ML API for low-latency traffic
Ship agent tool contract end-to-end
Implement agent handler
Write agent unit tests
Deploy agents via HAL runtime
Set up agent eval foundation
Build golden transcripts for agents
Create rubric-based judges for agents
Build regression suites for agents
Partner with HAL team
Define Clutch's production AI practices
Own ML API and agent tool layer
Ship production-grade agent
Implement prompt versioning
Implement agent evals
Implement agent observability
Implement multi-tenant gating
Define playbook for shipping ML models
Mentor data engineers on ML/AI patterns
Operate as technical lead for NBA AI
Improve agent latency
Shape data team roadmap
Decide on future hires
How You'll Work.
Team & Collaboration
Partner with data engineer; Partner with HAL team; Bridge to HAL; Work with product manager; Work with data scientist; Partner with PM; Partner with data scientist
Process & Methodology
Roadmap planning
Full Job Description
ABOUT THE ROLE We're hiring a Senior ML Engineer to be the data team's owner of production ML and AI agent systems. You'll take models from prototype to production, build and maintain the low-latency ML API that powers our Next Best Action (NBA) engine, and partner with our HAL team to ship LLM agents that turn NBA recommendations into real conversations with credit union members and partners. This is a builder's role at a builder's moment: NBA is going live, the agent infrastructure is being shaped now, and you'll define how Clutch does production AI for years to come. ABOUT THE TEAM The Data team today is five people: one data scientist, two data engineers, one data analyst, and one product manager. We're small, ambitious, and shipping fast — two ML models heading to production, an ML API being built, and two AI agents (one customer-facing, one partner-facing) in active development. You'll be the senior technical voice for ML and AI engineering inside the team, and the bridge to HAL, the platform team that builds Clutch's agent runtime. Expect tight feedback loops, real autonomy, and a team that values pragmatism over purity. WHAT YOU’LL DO WITHIN 3 MONTHS, YOU WILL: - Take ownership of the ML API that serves NBA recommendations, partnering with the data engineer who's been building it, and harden it for low-latency production traffic - Ship your first agent tool contract end-to-end: schema design, handler implementation, structured-error contract, unit tests, deployed via HAL's runtime - Set up the eval foundation for our agents: golden transcripts, rubric-based judges, regression suites that run on every prompt or model change - Build a working relationship with HAL and become the data team's go-to on agent infrastructure decisions WITHIN 6 MONTHS, YOU WILL: - Be the primary owner (with data engineer support) of the ML API and the agent tool layer that wraps NBA and our ML models - Have shipped at least one production-grade agent (customer-facing or partner-faci
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