2 дня назад
Applied AI Engineer
Мэтч & Сопровод
Для мэтча с этой вакансией нужен Plus
Описание вакансии
Текст:
TL;DR
Applied AI Engineer (LLM evaluation and cost engineering): Building evaluation infrastructure and instrumentation for an MCP-based gateway that enables governed natural-language ERP queries and writebacks, with an accent on regression testing, observability, and unit economics. Focus on measuring model quality, reducing cost per action through caching and routing, and informing model strategy and finance planning.
Location: Fully remote; applications are welcomed from across Canada, with priority given to candidates located in Quebec.
Company
builds Excel-native reporting, planning, and automation products for finance teams using Acumatica, Sage Intacct, Business Central, and MYOB.
What you will do
- Build and maintain regression suites for GIQL query generation, ERP writeback correctness, and tool selection.
- Define measurable quality standards for each action type and run structured evaluations before model or prompt changes.
- Instrument Gateway actions for token usage, caching, model, latency, and tenant data.
- Establish cost-per-action baselines and identify expensive customers, query patterns, failures, and retry loops.
- Evaluate new models across providers and recommend migration, parallel operation, or deferral based on price and performance.
- Provide unit-cost and margin-impact analysis for credit pricing and product decisions in partnership with Finance.
Requirements
- Substantial production experience building with LLM APIs, beyond demos or notebooks.
- Experience building an evaluation harness and understanding the limitations of naive evaluation approaches.
- Hands-on experience with tracing, observability, and evaluation tools such as Langfuse and promptfoo.
- Strong understanding of token accounting, context-window management, caching strategies, and data analysis.
- Ability to communicate technical trade-offs clearly to non-technical audiences.
- Proficiency in Python or TypeScript.
Nice to have
- Experience with MCP or other tool-calling frameworks.
- Background in ERP, accounting, or financial systems.
- Exposure to usage-based or credit-based pricing models.
- Experience at a small company with independently defined priorities.
Culture & Benefits
- Fully remote work arrangement across Canada.
- Work on governed and auditable AI write access to financial systems of record.
- Direct visibility into product direction, pricing inputs, and model strategy.
- Inclusive workplace committed to diversity and equal opportunity.
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