hyreflow Agent
Judgment at list scale, on the rows nobody wants to read.
hyreflow Agent is built by hyreflow and is one of the 52 tools hyreflow gives Claude, ChatGPT and other AI assistants. Through hyreflow, an AI agent can run 5 actions, all of which look something up. hyreflow Agent is billed by the tokens a run uses, from your hyreflow credit balance.
Sometimes the work is not a lookup, it is a decision repeated five hundred times. Is this company really in scope? What does this job ad actually want? Our own hosted model handles that row by row with nobody in the loop. You pay for what it reads and writes, not per call.
It runs in the middle of a pipeline, wherever a step needs judgment rather than a database.
What can you ask Claude or ChatGPT to do with hyreflow Agent?
With hyreflow connected, you ask for the outcome in plain language and the assistant runs hyreflow Agent for you. For example:
- “Score these 400 companies from TheirStack against my ICP”
- “Pull the real requirements out of these job ads and turn them into a brief”
- “Write a first line for each of these before they go into SmartLead”
- “Research these firms and tell me which are worth calling”
Which tools work well with hyreflow Agent?
In a hyreflow run, hyreflow Agent is most often paired with TheirStack, hyreflow Native, SmartLead and Firecrawl.
- TheirStack
the long company lists worth scoring rather than reading
- hyreflow Native
raw job ads in, structured requirements out
- SmartLead
personalisation at the scale volume sending needs
- Firecrawl
the pages the agent reasons over
Which hyreflow Agent actions can an AI agent run through hyreflow?
Through hyreflow, an AI agent can run 5 hyreflow Agent actions, all of which look something up. hyreflow Agent is billed by the tokens a run uses, from your hyreflow credit balance.
| hyreflow Agent action | What it does | Cost through hyreflow |
|---|---|---|
| Decide | Looks something up | billed by tokens used |
| Infer | Looks something up | billed by tokens used |
| Research | Looks something up | billed by tokens used |
| List prompts | Looks something up | free |
| Get prompt | Looks something up | free |
One credit is priced on the pricing page. The full price list for every tool is in the pricing tables.
Which hyreflow skills use hyreflow Agent?
51 hyreflow skills call hyreflow Agent as part of the run. A skill is a whole pipeline your agent already knows, end to end.
Ask the people you placed for referrals into a live role
use whenyou have years of placements in your database and no habit of asking those people who else is good
Find candidates who have said publicly that they are open to work
use whena role has to be filled fast and you want to start with the people who have raised a hand, without the open-to-work filter in LinkedIn Recruiter
Find more candidates like the best person you ever placed
use whenyou can point at one person and say more like this, faster than you can write the brief that describes them
Find the candidate one level below who is ready to step up
use wheneveryone who already holds the title is out of budget or not moving, and the realistic hire is someone one level below
Find the candidates already sitting in your own ATS
use whena role comes in and you want to know who you already have before you pay to source anyone new
Run one candidate search across every people database at once
use whenone database keeps handing you the same names and you suspect the rest of the market is sitting in the others
How does an AI agent know how to use hyreflow Agent?
hyreflow ships a written playbook for hyreflow Agent, and the agent loads it before the first call. Auth, rate limits, what each call costs, which actions need your approval, and the mistakes worth avoiding. It is the difference between an agent that knows the tool and one that guesses at it.
Show the raw playbookwritten for the agent
HOW in lib/hyreflow_agent.py.
What it is
A hosted model you invoke to do model work on a row or a task, with three entry points:
infer(prompt, schema=…)— a plain model call, no tools. Classify, extract, score, write. Cheap.research(prompt, schema=…)— agentic: the model plus a toolbelt of hyreflow adapters in a tool-calling loop, for open-ended research, signal extraction and synthesis.decide(state, questions)— the structured-decision model (System One): one sharedstateplus typed questions (noulyes/no probability,choicepick from options,scoreposition on an ordered rubric) → calibrated answers, no prose. Built for bulk decision points — routing, classification, screening — where a fast typed answer matters more than generated text. Powers the/shortlistbulk screen.
Pass a JSON schema to force structured output. {{placeholders}} in a prompt are filled from row data by
the caller, which is what makes this usable across a whole list.
Toolbelt (what research() may call)
exa_search— neural/semantic web search: use it first, it has the best recall on an open-ended question.serper_search— Google SERP: forsite:-scoped or exact-string lookups, and to fill gaps Exa leaves.firecrawl_scrape— scrape ONE known URL to markdown, only once you know the page.
Kind: hyreflow Native
First-party, no BYOK — you never hold a model key. Billing is token-metered: you're charged on the
tokens the call actually consumes, so there's no flat per-call price. infer is materially cheaper than
research, which pays for both reasoning and the tool calls it makes.
When to reach for it
Bulk qualification, personalization at list scale, and company/person research that needs judgment rather than a lookup. For one-off judgment inside a conversation, let Claude reason directly — this Native exists for the headless, per-row case.
Questions about hyreflow Agent and hyreflow
Can I use hyreflow Agent inside Claude or ChatGPT?
Yes. hyreflow is a connector for Claude, ChatGPT and other AI assistants. Once hyreflow is connected, you ask for the outcome in plain language and the assistant calls hyreflow Agent for you. hyreflow exposes 5 hyreflow Agent actions this way.
Do I need my own hyreflow Agent account to use it with hyreflow?
No. hyreflow Agent is built by hyreflow, so there is nothing to connect beyond hyreflow itself.
What does hyreflow Agent cost through hyreflow?
hyreflow Agent is billed by the tokens a run uses, from your hyreflow credit balance.
How do I connect hyreflow Agent to an AI agent over MCP?
Add the hyreflow MCP server to your assistant and sign in. hyreflow Agent is part of hyreflow, so it is available as soon as hyreflow is connected.
Put hyreflow Agent to work from one prompt
Connect hyreflow to Claude or ChatGPT and ask for the outcome. It reads the playbook above before it makes a single call.