Does AI screening work for non-technical roles?
Yes. Haira ranks resumes against the job you create, on evidence rather than keywords, and nothing about that assumes a tech stack. Seven industries, five of them in pharma plus software and business development, are read in their own vocabulary; HR, finance, operations, marketing and other professional roles are ranked the same evidence-first way against your job.
Industries read in their own terms
Software engineering, pharma field sales, clinical research, regulatory affairs, pharma manufacturing and QA, pharma R&D, and business development and B2B sales. Only two of those seven are technical in the engineering sense.
Sales shows it best. For business development, Haira tells winning new clients from managing existing ones, so “managed client relationships” is not mistaken for new-business hunting. For pharma field sales it looks for the therapeutic area the role needs and reads a territory move inside one company as continuity.
Every other professional role
HR, finance, operations, marketing and other professional roles are ranked against the job you create, with the same evidence-first reading, the same flags and the same priorities you set. The ranking is just as reviewable.
What these roles do not get is industry-specific vocabulary: a term that means one thing in your field and another elsewhere is read in its general sense.
The interview side is role-agnostic
Interview questions are generated from the job description you wrote and each candidate's resume, so they follow the skills and criteria you defined rather than a technical template. The four scored dimensions — technical depth, job fit, communication and confidence — read as capability in the role's own terms; for a customer success or operations hire, “technical depth” means depth in that role's work.
Communication is scored for every role, which tends to matter more for a client-facing hire than for an engineer.
Where this stops
A role whose screening depends on a work sample is a poor fit regardless of industry. A copywriter's portfolio, a designer's folio, a financial model — none of these are things a resume score and a spoken interview can judge. If your first screen is reading the work, this is the step before it, not a replacement.
Does Haira work for non-technical roles?
Yes. While the platform was designed with technical hiring in mind, the JD builder and AI interview engine work for any role. You define the skills and criteria; Haira asks questions aligned to them — whether that's a sales role, a customer success position, or an operations hire.
Last checked against Haira's own implementation on 2026-09-30.