Artificial intelligence and machine learning hiring guides, AI engineer salary benchmarks, ML team structure advice, and industry trends shaping AI talent acquisition in 2026 and beyond.
By Jennifer Burdick, Recruiting Manager, KORE1 Good AI agent engineer interview questions ask about consequences, meaning what the candidate’s agent was allowed to change, how it knew to stop, and what happened when a single tool call ran twice. Framework names and definitions of “agentic” belong on a phone screen, if anywhere. Hire the one … Read more
An OCR project stalls because the accuracy number it reports was never the number the business needed. What to build instead, in six weeks.
By Kris Drouet, Engineering Executive, in partnership with KORE1 LLM evaluation is a repeatable scored test suite for model output, run against a fixed set of real examples, so quality becomes a number you can watch instead of a feeling somebody had in a demo. Build it before the feature, not after the incident. Thirty … Read more
The three fields a machine misreads on a borrowing base certificate are the sign on a credit, the account debtor name, and the invoice date. How to tag each one.
AI can read a credit agreement reliably only after it is scored against agreements your team already closed. The replay test for amendments, definitions, and tables.
By Tom Kenaley, President and Senior Partner, KORE1 An NLP engineer job description works when it names the text the hire will process, the languages and daily volume, whether labeled training data exists, and whether the seat fine-tunes its own models or builds around LLM APIs. Pay? Figure $130,000 to $175,000 base for mid-level in … Read more
Death by PDF costs a private credit fund in analyst hours, decision latency, sampled collateral, and key-person risk. Document automation pays back on the last three.
By Jennifer Burdick, Recruiting Manager, KORE1 An MLOps engineer job description should name the models already in production, say whether they score in batch or answer in real time, identify the platform underneath them, and state who gets paged when one goes wrong. Base pay for mid-level and senior MLOps engineers runs about $145,000 to … Read more
By Mike Carter, Managing Director, KORE1 An LLM engineer job description should say which layer of the model the hire owns (API integration, self-hosted serving, or the weights) and who runs the upgrade when a provider retires the model underneath your product. For the build seat most companies actually need, expect a base of $150,000 … Read more
By Colin Boothe, CIO at Foretopia A custom AI assistant for business is a chat tool that answers questions from your own documents and records, by searching them first and handing the relevant passages to a language model along with the question. Training a model is rarely any part of the job. What these things … Read more
