AI in HR: what teams are actually building

AI-assisted candidate sourcing

AI builds a candidate list and drafts the first outreach message.

ClaudeAgent

Candidate leveling calculator

Scores a candidate against level criteria in minutes.

Notion AISkill

Recruiting orchestrator

An agent books panels, chases scorecards, and keeps the ATS clean.

Agent

Visual offer letters

Password-protected offer letters, built together with legal.

Claude SkillApp

Market & employer brand monitor

Tracks job boards, comp benchmarks, and hot roles.

Automation

Recruiting activity reporting

Builds the weekly pipeline report on its own.

Dashboard

Headcount planning dashboard

Tracks hires against plan.

Dashboard

Automated onboarding logistics

IT sets up every account and asset before day one.

Automation

New hire 30/60/90 plans

Generates a plan built for the role, in seconds.

Claude Skill

Onboarding feedback tracker

Shows what's working, straight from new-hire feedback.

Dashboard

Buddy onboarding agent

Supports onboarding buddies with questions and tips as they help ramp up a new hire.

ClaudeAgent

Comp brain for merit reviews

One shared schema grounds every merit review decision.

Claude

Total comp statement generator

Drafts a clear, personal comp statement for each employee.

Claude Skill

Benefits navigator

Answers benefits questions during open enrollment.

Agent

Comp band analysis

Analyzes comp bands against core principles — midpoint, band width — and blends multiple market data sources.

Claude Skill

Manager resource hub

A knowledge base managers actually open.

Notion AI

Leveling framework

Builds out job levels, and shows what it takes to reach the next one.

Claude Skill

Feedback frameworks

Manager and employee Claude Skills that help write manager reviews and self reviews.

Claude Skill

Talent calibration app

Runs calibration sessions on one shared, live data set.

Web app

Performance cycle tracker

Shows the status of every review, at a glance.

Dashboard

Org structure app

Shows the real org chart, always current.

Web app

Recognition bot

Reminds the team to give shout-outs, and tracks who's been thanked.

Agent

Engagement survey app

Runs and reads the engagement survey in one place.

Web app

Engagement & exit theme finder

Pulls the real themes out of surveys, onboarding, and exits.

Dashboard

Company comms & culture hub

One home for comms, events, and policy.

Dashboard

Comms voice skill

Keeps company-wide comms in one consistent voice.

Claude Skill

Tier-1 HR chatbot

Answers routine HR questions in Slack, and hands off the rest.

Claude + SlackAgent

Onboarding system integration

Connects HR systems for a new hire — accounts, comms, resources, and the calendar invite.

Automation

LOA & severance modeling

Models leave, severance, and state rules fast.

Claude Skill

Reporting agent

Pulls headcount, attrition, and pipeline on demand, and drafts the summary.

Agent

Ops tracking dashboard

IT assets, headcount to plan, training, and review cycles, in one view.

Dashboard

Team wikis & handovers

Captures stakeholder knowledge before someone leaves.

Claude Project

Vibe-coded HRIS dashboards

Turns a raw HRIS export into a dashboard, no engineer needed.

Leapsome

Attrition & retention dashboard

Shows attrition trends before they become a surprise.

Dashboard

People analytics summary

Pulls the numbers and writes the summary, on a schedule.

Automation

AI build tracker

A kanban board that tracks every AI project, and the lesson learned.

Claude + Netlify

Meeting prep & stakeholder briefs

Preps meeting notes and stakeholder background, automatically.

Claude Skill

Daily news digest & action monitor

Summarizes the day's news and flags what needs a response.

Automation

Weekly impact summary writer

Drafts the weekly impact summary and team performance update.

Automation

Childcare calendar management

Manages childcare scheduling and calendar coordination automatically.

Town