• MATCHES
  • REFINEMENT
  • ANALYSIS
  • HUMAN

How to search for talent using semantic filters with your AI

Connect HrFlow.ai to your AI client once. After that, you just talk to your agent to find the right people.

Ask AI about this page

Short answer

How can I find candidates without using keywords?

You describe the person you want in natural language. Your agent uses semantic search to match your intent against candidate profiles. You'll get a list of people who fit the context of your request.

Search outcomes

What you get from these searches

The AI handles the heavy lifting of parsing your request and scanning the database.

MATCHES

Relevant candidate lists

The AI identifies profiles that fit the context of your request. You get a list of people who actually have the experience you described.

REFINEMENT

Natural language filtering

Instead of toggling dozens of checkboxes, you just tell your agent to find someone with a specific background or niche skill.

ANALYSIS

Skill gap identification

Your agent can compare a job description against found profiles to see where candidates fall short or excel.

HUMAN

Final candidate selection

The AI presents the best matches, but you make the final call on who to reach out to based on the provided data.

The workflow

What your AI does when you describe a role.

The AI translates your conversational intent into precise database queries.

  1. Interpret intent

    Your agent reads your natural language description to understand the underlying skills and experience required.

    search_profiles

  2. Execute semantic search

    The AI uses the semantic engine to find profiles that match the meaning of your request, even if they don't use your exact words.

    search_profiles

  3. Filter results

    The agent narrows down the list by applying the specific constraints you mentioned in your chat.

    search_profiles

  4. Present findings

    The AI delivers a clean list of candidates that fit your criteria directly in your chat interface.

    search_profiles

Try it

Copy these to start.

Use these prompts to begin your search immediately.

Starting points

Swap out the bracketed text with the specific roles or skills you actually need.

HrFlow.ai Connector

You're all set. Choose your MCP client and follow the setup instructions.

Connector linkhttps://edge.vinkius.com/vk_preview_I5AWktYKd6ZBeasEU5l62xtiXMSMlPPEd1gKq98S/mcp

Claude Desktop

Follow the steps below to connect in seconds.

  1. 1In Claude Desktop, open Settings → Connectors.
  2. 2Click “Add custom connector” and paste the connector link above as the remote MCP server URL.
  3. 3Click Add and start a new chat — HrFlow.ai capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "hrflowai-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_I5AWktYKd6ZBeasEU5l62xtiXMSMlPPEd1gKq98S/mcp"
    }
  }
}
Copy into chat04

  • Find me candidates who have experience leading engineering teams in a startup environment.

  • Search for profiles with deep expertise in React and TypeScript who have worked in fintech.

  • Show me candidates who have experience with large scale distributed systems and Go.

  • Look for product managers who have specifically worked on mobile apps in the healthcare space.

  • Claude
  • ChatGPT
  • Cursor
  • VS Code
  • Windsurf
  • Claude Code
  • JetBrains
  • Cline

Start here

Connect HrFlow.ai once, then ask.

Just follow the link to connect your account. Your credentials stay encrypted and secure, and you can start searching right away in your preferred AI client.

Connect HrFlow.ai to your AI

FAQ

How the search behaves

  • 01

    Do I have to use exact keywords to find people?

    No. The semantic search allows you to use natural language descriptions to find matches based on meaning and context.

  • 02

    Can the AI contact the candidates for me?

    No. The AI finds and identifies the candidates, but you are responsible for the actual outreach and communication.

  • 03

    Will the AI change any data in my HrFlow.ai account?

    No. This specific task is read-only. The AI can only search and retrieve profile information.

  • 04

    What happens if the AI can't find a perfect match?

    The AI will return the closest available profiles that meet your semantic criteria.

  • 05

    Can I filter by specific locations?

    Yes, you can include location requirements in your natural language description.

  • More questions about HrFlow.ai? See everything the HrFlow.ai Connector can do

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