CandiSift vs CVViZ Job Distribution

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.

CVViZ Job Distribution sends eligible job openings to supported boards and collects applications in a centralized candidate database for recruiting workflows. Channels include LinkedIn, Indeed, career pages, and other free or paid boards, with availability dependent on board policies, geography, and employer-account eligibility. Its AI compares resumes with job context and configured criteria, presents evidence for recruiter review, and leaves advancement decisions to recruiters. Applications can include required or optional knockout questions in multiple-choice, short-answer, and long-answer formats. Candidate outreach and conversations can run through email, WhatsApp, and SMS, including personalized sequences and recruiter handoff. The platform can coordinate interview availability, candidate time selection, confirmations, reminders, and activity on candidate records. Integration options include Google Workspace, Microsoft 365, Slack, job boards, HRMS handoff, and API-based data exchange. A 7-day free trial is offered without a credit card, but there is no free plan. Paid ATS plans start at $99 a month for Starter, which includes five active jobs and unlimited users. CVViZ describes workflows for in-house teams, employers, and staffing or recruitment agencies.