Originally published on AI Tech Connect.
What you need to know This guide assumes you have already settled comp. Benchmarking and countering on money are covered in the India and UK pay benchmark guide and in the two-tier market negotiation guide. Everything below starts after the number is agreed. Seven terms decide whether the role produces work. Compute and API budget, evaluation time, model and data access, publication and open-source rights, on-call load, scope and decision rights, and learning budget. Each is negotiable. Almost nobody negotiates any of them. The leverage exists and is being spent on one line. Aggregator data compiled in 2026 suggests demand for AI engineers is rising roughly 40% year on year while the skilled talent pool grows only 15–20%. That gap is a bargaining position, and candidates convert nearly…
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