EvolutionIQ

AI Engineer

• Build and ship LLM-powered features and agentic workflows for insurance customers
• Scope problems with product managers and data scientists, deliver features through production, and define success metrics
• Write evaluations, guardrails, and feedback loops with explicit token and latency budgets
• Review agent-generated code for correctness, security, and design issues
• Maintain and extend NLP pipelines converting unstructured claim data into structured customer-actionable data
• Build and operate durable event-driven services with deterministic workflows, retries, checkpointed model outputs, and idempotency
• Trace model calls and agent steps for reconstruction, auditing, source-document citations, and alerting
• Model and query claims data across relational, document, and graph stores
• Design tenant isolation, least-privilege agent/tool access, and model-provider data controls
• Write technical design documents and secure team feedback before significant changes
• Participate in a shared on-call rotation
• Own features end to end from concept through production

Explore AI Engineer, CCC Auto, Agentic at EvolutionIQ. Review requirements and application details.

AI Engineer, CCC Auto, Agentic

• Own delivery of LLM-powered systems in Python and TypeScript from ambiguous customer problem through production operation
• Set evals and guardrails strategy, release gates, production signals, and historical-claims simulations
• Improve team practices for agentic coding tools, including specifications, instruction files, hooks, and permission policies
• Design NLP pipelines converting unstructured claim data into actionable structured data
• Build and operate durable, event-driven, multi-tenant systems with deterministic workflows
• Design failure modes, replay semantics, and cost profiles for agentic systems
• Own tracing and audit so model calls and agent steps can be reconstructed and cited
• Establish privacy and security baselines including tenant isolation, least-privilege access, redaction, retention, and model-provider data controls
• Author design documents, review designs and code, and mentor engineers
• Participate in a shared on-call rotation
• In the first six months, gate model changes with evals and demonstrate maintained or improved accuracy

Explore Senior AI Engineer – CCC Auto, Agentic at EvolutionIQ. Review requirements and application details.

Senior AI Engineer – CCC Auto, Agentic

• Own AI agents end to end within a problem area, from the first prototype to measured performance in production
• Build AI-native products for the auto casualty business, particularly the injury side of auto claims
• Design and build LLM-powered agents and workflows involving orchestration, tool use, retrieval, structured extraction, and human-in-the-loop review
• Build evaluations with data labelers and subject matter experts, and run them on every change
• Make agents production-grade through guardrails, observability, cost and latency optimization, and careful handling of sensitive health data
• Ship measured improvements to existing agents
• Deliver agents to production with customers, backed by evaluation results

Explore Senior AI Engineer – CCC Casualty, Claims Intelligence at EvolutionIQ. Review requirements and application details.

Senior AI Engineer – CCC Casualty, Claims Intelligence

Machine Learning Engineer

• Own models and evaluations end to end within a problem area and turn results into product decisions
• Build AI-native products for CCC's auto casualty business, focused on the injury side of auto claims
• Build and ship statistical, ML, and hybrid LLM models, including retrieval and embeddings, on real claims data
• Design evaluations and gold datasets with data labelers and subject matter experts, and run them continuously as the product changes
• Measure impact through experiment design, baselines, and ROI analysis
• Explain results clearly to product, sales, and customers
• Run an evaluation on real data during the first month
• Ship a model or evaluation to production within six months and support evidence-based product decisions

Explore Senior Machine Learning Engineer – CCC Casualty, Claims… at EvolutionIQ. Review requirements and application details.

Senior Machine Learning Engineer – CCC Casualty, Claims Intelligence

Full-stack Engineer

• Build and deliver backend services in Python and TypeScript from ambiguous problems through production operation.
• Build and operate durable, event-driven, multi-tenant systems with deterministic workflows, designed failure modes, replay semantics, and cost profiles.
• Own tracing and audit so model calls and agent steps can be reconstructed and cited to their sources.
• Own claims automation data modeling and management across relational, document, and graph stores.
• Ensure security and isolation of sensitive data.
• Author complex-system design documents, review engineering designs and code, and mentor engineers.
• Improve team practices for agentic coding tools, including specifications, instruction files, hooks, permission policies, and generated-code review.
• Participate in a shared on-call rotation.
• Collaborate with product managers, data scientists, and customers to define scope and solve correctness and scale problems.

Explore Senior Software Engineer – CCC Auto, Agentic at EvolutionIQ. Review requirements and application details.

Open roles

AI Engineer, CCC Auto, Agentic

Senior AI Engineer – CCC Auto, Agentic

Senior AI Engineer – CCC Casualty, Claims Intelligence

Senior Machine Learning Engineer – CCC Casualty, Claims Intelligence

Senior Software Engineer – CCC Auto, Agentic