Use case · Recruiting & Staffing
Automation for firms that get paid on placements.
Your ATS is the business. When it fills up with duplicate candidates, half-mapped imports, and source fields nobody agrees on, every downstream number stops being trustworthy: who is actually in play, which client owes you, and which recruiter is carrying the desk. We fix the data path first, then automate what runs on top of it.
Tell-tale signs
Agencies between 5 and 50 recruiters hit these in the same order.
Recruiting firms grow fast and their systems rarely grow with them:
Sourcing lists get imported by hand
Somebody exports from ZoomInfo or Apollo, opens it in Excel, guesses at the column mapping, and pastes it in. Two weeks later nobody can tell which candidates came from that list, and the duplicates are already in play with two different recruiters.
Nobody agrees what the source field means
Referral, Referral - Client, referral, LinkedIn, LI. Six spellings of four concepts, so the report on where placements actually come from is unusable, and the marketing spend decision gets made on instinct.
Submittal-to-placement is a spreadsheet somebody maintains
The ATS knows the stages. The number leadership actually looks at lives in a workbook that one person updates on Friday, which means it's stale by Tuesday and wrong whenever they're on holiday.
Placements get billed from memory
A candidate starts, and the invoice depends on somebody remembering the fee terms, the guarantee period, and whether it was contingent or retained. Late invoices and missed guarantee clawbacks are both cash coming straight out of the desk.
Highest-ROI automations
What we ship most often for staffing firms.
Order matters here. Import governance and dedupe come first, because every dashboard built on a dirty ATS is a confidently wrong dashboard:
Sourcing-list import with governance rules
A repeatable path from ZoomInfo, Apollo, or a bought list into your ATS: field mapping fixed in advance, duplicate policy enforced at import rather than discovered later, source and campaign stamped automatically, and an exception queue for the rows that need a human.
See related automationsATS hygiene and dedupe
Continuous duplicate detection with survivorship rules that decide which record wins, plus normalization of the fields humans type inconsistently. This is the one that makes every later report true.
See related automationsSubmittal and placement reporting
Submittals, interviews, offers, and placements pulled out of the ATS into a warehouse on a schedule, with the stage definitions agreed once and applied consistently. Desk-level and firm-level views that don't depend on anyone updating a workbook.
See related automationsPlacement-to-invoice automation
A start date in the ATS triggers the invoice with the right fee basis, terms, and guarantee period attached, and the guarantee expiry lands on a calendar so a clawback window never passes unnoticed.
See related automationsCandidate and client comms cadences
Interview confirmations, post-interview feedback chases, and the start-date check-ins that keep a placement from falling over in week one. Templated, logged against the record, and sent under the recruiter's name.
See related automationsJob posting distribution
New roles pushed from the ATS to your careers page, the boards you actually get candidates from, and social, with tracking attached so the source data stays honest.
See related automationsTypical stack
The tools we usually see in this industry.
We integrate around what you run today: no platform swaps required. Don't see your tool? Ask.
- RecruitCRM
- Bullhorn
- Loxo
- JobAdder
- ZoomInfo
- Apollo
- LinkedIn Recruiter
- n8n
- QuickBooks
- Xero
- Postgres
- Slack
- Google Workspace
- DocuSign
Composite example
A boutique agency: from hand-pasted lists to a governed import path.
The setup
A recruiting firm running its whole desk out of one ATS. Bought lists arrived as spreadsheets and went in by hand, so duplicates were routine and nobody could answer which source produced placements. Reporting was a workbook. Invoicing ran on the account manager's memory of the fee agreement.
What we did
- 1Agreed the field mapping and the duplicate policy in writing before building anything
- 2Built the import pipeline in n8n with source and campaign stamped on every row
- 3Routed unmappable rows to an exception queue instead of letting them in dirty
- 4Rebuilt the source and role-family taxonomies so the reports had stable categories
- 5Stood up a Postgres warehouse with scheduled pulls behind the submittal and placement dashboards
Describes the shape of recruiting engagements we run, with client details withheld. The figures that matter here are structural rather than a headline percentage.
Outcome
- Import path
- Governed, repeatable
- Duplicate policy
- Enforced at import
- Reporting source
- Warehouse, not a workbook
- Taxonomies
- Defined once, applied everywhere
Pricing snapshot
$6,000 – $30,000
Payback: Depends on desk volume
Most firms start with the import path and dedupe as one project ($6,000–$13,500), because reporting built on a dirty ATS is worth less than nothing. Warehouse-backed dashboards and placement-to-invoice usually follow as phase 2.
- Free 30-min scoping call
- Industry-specific scope
- Source code + workflows you own
- 30 days post-launch tuning
- Compliance-aware where relevant
Questions
Common questions for recruiting & staffing.
- Do you work with our ATS specifically?
- We work in RecruitCRM, Bullhorn, Loxo, and JobAdder most often, and the patterns transfer to anything with a usable API. The honest check happens during scoping: some ATS APIs are generous and some are genuinely restrictive about writes and bulk operations. If yours is the second kind, you'll hear that before you commit rather than halfway through.
- Our data is a mess. Do we have to clean it up first?
- No, that's usually the engagement. Cleaning it by hand before automating is the most common way firms stall for six months. We build the dedupe and normalization as the first phase, run it against what you have, and put the governance in place so it stays clean instead of decaying back.
- Can you automate candidate sourcing itself?
- We automate the pipeline around sourcing: imports, enrichment, dedupe, routing, and the outreach cadence. We don't build tools that scrape LinkedIn, which violates their terms and puts your recruiters' accounts at risk. If a vendor is offering you that, ask them who carries the liability.
- What about placement fees and guarantee periods?
- That's the placement-to-invoice build. Fee basis, terms, and the guarantee window get modeled properly so the invoice goes out on the start date and the guarantee expiry lands on a calendar. The clawback window passing unnoticed is a quiet, recurring cost most agencies never measure.
Other industries we serve
Different industry? Same patterns.
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Read the playbookReady to scope a build for recruiting & staffing?
Request a call. We'll talk through your stack, your goals, and walk away with a written plan and a quote.