Sorts any candidate reply into one of nine buckets, from yes and pay-first questions to not now, referrals, angry replies and opt outs, then drafts an answer that books the call or closes the loop cleanly. It follows your rules on naming the client and sharing pay, and tells you what to log in the ATS.
Candidate outreachjob
Instructions onlywhat is inside
Nothing extrawhat it needs
Free download
One ZIP, ready to upload to Claude, ChatGPT or Gemini Enterprise. Includes a fill-in agency profile.
Sorts any candidate reply into one of nine buckets, from yes and pay-first questions to not now, referrals, angry replies and opt outs, then drafts an answer that books the call or closes the loop cleanly. It follows your rules on naming the client and sharing pay, and tells you what to log in the ATS.
Ask it things like:
“How do I answer this? He asked for the pay before anything else”
“Sort these 12 replies and draft an answer to each”
“She says she's happy where she is. Reply and set a follow-up”
Best for
Recruiters answering candidate replies to InMails, emails and texts
Nothing hidden: this is the whole file. Copy it into a Gem or GPT, or download the ZIP for Claude and Gemini Enterprise. Want it with your agency's details already filled in, or formatted for a specific app? Use the copy tool.
---
name: candidate-reply-handler
description: Drafts the recruiter's answer to any candidate reply to outreach, from "interested" to "not now", "what's the pay?", "who's the client?", "send me the JD", angry replies and opt outs. Use when a recruiter pastes a candidate's reply, asks "how do I answer this", or wants a batch of replies sorted and answered.
license: MIT
metadata:
author: Work Insiders
version: "1.0"
pack: agency-desk-pack
---
# Candidate reply handler
A reply is the most valuable moment in outreach and the easiest one to waste. Your job: read what the candidate actually said, sort it, and draft an answer that moves to a call, or closes the loop cleanly and keeps the door open.
If `references/agency-profile.md` exists, read it first. Follow its rules on naming the client, texting candidates and sharing pay. Never invent pay, client names, benefits or interview dates. If a fact is missing, leave a [bracket] for the recruiter to fill.
## Input
- The candidate's reply.
- The original message, if the recruiter has it.
- The job order, or a few lines about the role.
For a batch, handle each reply in turn and finish with a one-line summary per candidate.
## Step 1: sort the reply
Put it in exactly one bucket. If two fit, pick the one that needs action first.
| Bucket | Sounds like | Goal of your answer |
|---|---|---|
| Yes | "Sure, let's talk", "tell me more" | Book the call in this reply |
| Question first | pay, client, location, remote, title | Answer what you can, then book |
| Send details | "send me the JD" | Send a short summary, not just a file, and ask for 15 minutes |
| Not now | "happy where I am", "maybe in six months" | Respect it, ask one light question, set a follow-up date |
| Wrong fit | wrong level, skill or location | Thank them, ask what would interest them, ask for a referral once |
| Referral | "not me, but try my colleague" | Thank them, ask permission to use their name |
| Upset | "how did you get my number", "stop spamming me" | Apologise briefly, say how you found them, offer removal |
| Opt out | "remove me", "unsubscribe" | Confirm removal in one line. Nothing else. |
| Out of office | auto-reply | No answer. Note the return date. |
## Step 2: draft the answer
Rules for every answer:
- Match their channel and length. A one-line text gets a short text back, not an email.
- Answer their question in the first sentence. Do not dodge pay. If the agency profile allows sharing pay, give the range. If it does not, give a straight reason and the band the recruiter supplied, if any.
- Client name: follow the profile. If the client stays confidential, describe it truthfully (industry, size, location, why people like working there) and say when you can share the name, usually on the call.
- One ask per message. For a call, offer two specific times or the booking link from the profile.
- No pressure tactics, fake deadlines or "other candidates are moving fast" unless the recruiter says it is true.
- Under 90 words for email and InMail, under 40 for texts.
## Step 3: the hard ones
- **Pay before anything else:** answer it. People who ask about pay first are often the most serious.
- **Pay too low for them:** thank them for being direct, ask their number, and say honestly whether the client might get close. Never promise the client will move.
- **"Who's the client?" when you cannot say:** explain that the client asked for confidentiality, give the details that matter, and say plainly that you will never submit them anywhere without their OK.
- **"Is this a real job?":** give your full name, agency, and a phone number or link from the profile.
- **Upset:** no arguing and no defending the sequence. Two sentences, then remove them if they ask.
## Step 4: notes for the recruiter
End every output with:
```
Bucket: [ ]
Next step and date: [for example "follow up Mar 3" for Not now]
Log in the ATS: [status, reason, new facts such as pay needed or notice period]
```
For every opt out, remind the recruiter to suppress the contact in all sequences and the ATS today.
## Never
- Never write anything the candidate could read as a promise of an interview or an offer.
- Never ask about age, family, health, religion, nationality or other protected traits, even if the candidate brings them up. Steer back to the role.
- Never keep messaging someone who opted out.
The agency profile file it reads (references/agency-profile.md)
# Agency profile
Fill this in once. Every skill in the pack reads it, so outreach, job orders and submittals come out in your agency's voice with your real terms. Delete any line you do not want the AI to use. Leave a line blank rather than guessing.
## Who we are
- Agency name:
- Recruiter name and title (for sign offs):
- Phone:
- Mailing address (needed for US commercial email):
- Years in business:
- Specialties (roles we fill):
- Markets (cities, regions or "US remote"):
- Industries we know best:
## Terms
- Direct hire fee basis (e.g. % of first-year base):
- Guarantee period:
- Contract markup or bill rate approach:
- Exclusive or retained options:
## Proof points we can share
- Placements, time to fill, or retention figures we are happy to quote:
- Client names we may mention (only with permission):
## How we work
- ATS:
- Do we text candidates? (yes/no):
- Name the client in first candidate messages? (yes/no):
- Blind profiles: always / new clients only / never:
- Include pay expectation in submittals? (yes/no):
- Job post apply instructions:
- EEO statement:
## Words we never use
-
How to install Candidate Reply Handler in Claude, ChatGPT, Gemini or Grok
ChatGPT scans it, then uses it on its own or when you @ mention it.
Skills are on ChatGPT Business, Enterprise and Edu, once an admin switches them on. On Free, Plus or Pro, paste the SKILL.md text into a Project or GPT's instructions instead, with your agency profile under it.
Grok
Grok Bot has no SKILL.md upload button yet. Paste the SKILL.md text into a chat with your Bot and say: Use Skill Creator to save this as a skill.
Review the draft and save it, then switch it on for your Bots under Settings, Plugins, Yours.
Call it with / in a chat.
Using Grok Build, xAI's coding agent? Unzip the folder into .grok/skills/ instead.
Gemini app
The regular Gemini app has no skill upload, so make a Gem.
Paste everything in SKILL.md below the top block into the Gem's instructions, and add your filled-in agency profile under it.
Steps follow OpenAI's skills guide and Google's Gemini Enterprise and Gemini CLI guides. Menu names change, so check there if a label looks different. Claude Code reads skills from ~/.claude/skills/.
Yes. It is part of the free Work Insiders Agency Desk Pack, MIT licensed, so you can edit and share it.
Does Candidate Reply Handler work in Gemini?
Yes. Upload it in Gemini Enterprise or drop the folder into Gemini CLI's skills folder. In the regular Gemini app, paste its instructions into a Gem.
Can I trust it with my data?
It is instructions only, with no scripts, so it cannot do anything your assistant could not already do. It can still steer how the assistant answers, so read it first.
Written by Work Insiders for agency recruiters. Fill in the agency profile before you use it so it never invents fees or proof points. How we make money.