Module 02 · AI Job Architect

From rough title to ready-to-publish in 30 seconds.

Type 'Senior backend engineer'. ICAN Talent drafts the full requisition: must-have skills, nice-to-have skills, key responsibilities, salary band, interview question groups — all grounded in your competency model, not generic LLM filler.

How ICAN Talent does it

ICAN Talent reads your competency framework, your existing salary bands, and your industry. The job spec it generates uses your competencies — not 'good communication skills' — with target levels per competency the role requires.

Bias scanner runs automatically. Gendered words, age-coded language, exclusionary phrasing get flagged with the exact phrase + an alternative. UAE-specific guardrails (Emiratisation language, WPS terms) baked in.

Every output is editable. ICAN Talent proposes, the recruiter disposes. Nothing is locked or auto-published — you approve every word before the requisition leaves draft.

What you get

Competency-grounded job descriptions

Not 'good communication skills' — 'Stakeholder management at advanced level: leads cross-functional initiatives spanning 3+ teams'. Pulls language directly from your competency library.

Auto-generated interview question groups

For each competency the role assesses, ICAN Talent drafts a question group: probing questions, follow-ups, target evidence. Grouped by stage so each interviewer sees only their bucket.

Bias scanner

Catches gendered terms, age-coded language, exclusionary phrasing. Each flag cites the exact phrase + a recommended alternative.

UAE / GCC-aware

Knows about WPS pay structures, Emiratisation considerations, GCC labour terms. Suggests appropriate language for UAE/Saudi/Qatar markets.

Salary band suggestions

Reads your org's existing comp bands by grade + reads your industry. Suggests a band — recruiter sets the final.

Always shows evidence

Every ICAN Talent recommendation cites WHY: which competencies it referenced, which prior roles it learned from, which org policy it applied.

Included in

  • Free

    Basic JD generation only

  • Standard

    + interview question groups

  • Pro

    + bias scan + salary band benchmarks

  • Enterprise

    + custom prompts + org-tuned outputs

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