JazzHR vs Spark Hire

Spark Hire is shipping steadily across Recruit and Meet, and the releases share one shape: AI moves from summarising to judging. AI Video Review now reads the job description, scorecard and interview questions to produce role-specific ratings and takeaways sorted into pros, concerns and further review. AI Resume Review gained knockout requirements and re-evaluation when criteria change. AI Notetaker captures the interview and drafts evaluation notes. Around that, operational work lands too: automatic duplicate merging with an unmerge path, LinkedIn Recruiter System Connect updating lead status from InMail activity, and pre-screen answers saving straight onto candidate profile fields.

The through-line is that the AI is being handed the context recruiters used to hold in their heads — the scorecard, the non-negotiables, what was actually said in the call — and then asked for an opinion. Each release narrows the gap between an AI summary and a hiring recommendation, while the non-AI work quietly removes the data-quality excuses that would make those recommendations unreliable.

Expect the ratings surface to extend to live interviews and to consolidate resume, video and notetaker signals into a single candidate view. The structured pros/concerns/further-review format looks like the seed of a recommendation the recruiter approves rather than assembles.