CandiSift vs Metaview

CandiSift is an open-source applicant tracking system for parsing resumes, matching candidates to job descriptions, and ranking applicants through a bias-audit workflow. Recruiters can create roles, upload PDF, DOCX, or plain-text resumes in batches, and review ranked results with accept or reject decisions. The screening sequence strips personally identifiable information, applies hard filters, ranks candidates, then sends those who remain to persona agents and human review. Token-cosine ranking, technical and risk personas, and synthesis contribute to that process. Before confirming a staged batch, users can view estimated processing costs; deterministic filters run before the paid LLM stage. CandiSift connects to Anthropic Claude through Agno persona agents, with an offline stub LLM available when there is no API key. It can run in Docker, uses SQLite by default, and supports a Postgres database URL. The project describes HTTP Basic authentication, security headers, rate limiting, upload validation, request limits, prompt-injection defenses, and an append-only audit log. The API includes a bias-audit endpoint. The project has no shipped accuracy benchmark; OCR, embeddings/FAISS, and skillNER are described as swaps rather than included defaults. The software fee is $0.00 per free; LLM processing may incur per-token costs.

Metaview is an agentic recruiting platform with AI agents for sourcing, outreach, application review, screening, interview notes, and reporting. Its sourcing agent creates a candidate shortlist and handles outreach in a team’s tone. Agents can begin after an intake call and use reviews, interviews, and hiring decisions to inform later searches. Listed integrations include recruiting systems such as Greenhouse, Ashby, Lever, and Workday, plus video tools including Zoom, Google Meet, and Microsoft Teams. Its desktop app for Mac and Windows records conversations without a bot joining the call. Candidates can opt out of recording, audio or video capture can be disabled, and customers can delete recordings or set retention policies. Metaview says recordings and transcripts are hosted in its AWS UK environment, with a default two-year retention period that can be changed. The Free plan covers the first 100 profiles sourced; Pro costs $100 a month per user.