Data observability tools for engineering teams: alerts, freshness, schema drift, lineage, quality.

AI recruiter: create jobs, send candidates to WhatsApp interviews, read cited scores.

Automated resume screening for small businesses: post jobs, rank applicants, email candidates.

Run a service business from chat: clients, jobs, quotes, invoices, payments, expenses.

Email validation for Claude and any MCP client — verdicts with evidence and bulk jobs.