The AI sourcing advantage.
Agency fees and slow time-to-fill are two of the most recoverable costs in talent. AI sourcing closes both — by finding qualified candidates directly and compressing the time it takes to fill a role. This is the working kit: the business case, the data, the hiring-ops habits, and how to roll it out. Free to read. Yours to share.
Size it for your teamYou're paying a premium for candidates you could find yourself.
Agency fees and slow pipelines are already on your P&L. AI sourcing is how you take them back — and move faster at the same time.
The typical agency fee runs 15–25% of first-year salary. For a team making sixty hires a year at a $90k average, that's over a million dollars handed to intermediaries for access to a candidate pool you could build yourself. And that's before you count the cost of every day those roles sit unfilled.
AI sourcing changes the equation. It identifies and engages qualified candidates at scale — no markup, no exclusivity, no six-week shortlist. The firms moving fastest on this aren't cutting corners; they're buying back the time and money that used to go to the middleman.
- 15–25%
- typical agency fee on first-year salary
- $20k+
- average fee per hire at median salary
- 36 days
- average time-to-fill across industries
- 2×
- faster time-to-fill with direct AI sourcing
Six numbers worth putting in the room.
Drawn from SHRM, LinkedIn, Workable and industry benchmarks. Use them to frame the conversation, not to settle it.
- 15–25%
- The agency fee band that most contingency and retained searches land in. At $90k average salary, that's $13,500–$22,500 per hire — before any rebates are argued.
- 1–3× salary
- SHRM's range for total cost-of-vacancy when you combine direct costs, lost output and the drag on surrounding team productivity while a role sits open.
- 36 days
- The average time-to-fill across industries according to SHRM. Every day over that baseline is compounding output loss — and candidate drop-off.
- 70% passive
- LinkedIn data consistently shows ~70% of the global workforce isn't actively job-hunting. Agency networks don't own that pool. Direct outreach with the right message does.
- Speed wins offers
- Workable research finds that the fastest-moving employer in a candidate's process wins the offer acceptance the majority of the time. Slow loops lose people to whoever moved quicker.
- Quality improves direct
- When sourcers define the scorecard and own the outreach, hiring managers report higher satisfaction with shortlists than with agency-submitted candidates. You control the bar.
Size the savings.
Five inputs. The annual spend you can recover by sourcing direct and filling roles faster — sized for your hiring volume specifically.
Four habits that make sourcing compound.
AI sourcing is only as good as the process around it. These are the operational habits that turn a tool into a repeatable hiring machine.
Define the scorecard first
Before you open a role, align on what 'great' looks like — the three to five things that separate a hire you'll be proud of from one you'll be managing out. AI sourcing surfaces volume; the scorecard keeps quality.
- Three to five must-have criteria, not a wish list
- Separate 'can do the job' from 'will thrive here'
- Share it with every interviewer before the first screen
Source direct, skip the markup
Use AI sourcing to identify and engage candidates yourself. The same passive-talent databases agencies use are accessible directly — without the fee, the exclusivity clause, or the six-week wait for a shortlist.
- Build your own talent pipeline per function
- Personalise outreach at scale — generic InMails get ignored
- Re-engage silver-medallists before opening to agencies
Compress the loop
Most time-to-fill drag lives inside the process, not in the sourcing. Audit where candidates wait — between application and screen, screen and panel, panel and offer — and cut the gaps in half.
- Set an SLA for each stage handoff
- Pre-book panel slots before the role opens
- Same-day feedback after final interviews
Sell the role, not just the spec
Candidates evaluate you as much as you evaluate them. Outreach that leads with the problem the role solves and what makes your team worth joining converts far better than a job description copy-paste.
- Lead with the mission, not the requirements
- Name who they'd work with and what they'd own
- Share what the first 90 days actually looks like
From the first direct hire to a full in-house sourcing function.
Shifting off agencies isn't a flip — it's a ramp. Five steps to move from dependency to capability without dropping hiring quality.
- 01
Audit your agency spend
Pull last year's placements, fees and time-to-fill by role type. That's your baseline and your priority list — start with the roles where the fee is highest and the spec is clearest.
- 02
Stand up AI sourcing on one role
Pick a repeatable role — same scorecard every time — and run direct sourcing alongside your existing process. Compare shortlist quality and time-to-fill before you cut the agency relationship.
- 03
Build the talent pool
Every sourcing run adds to a pipeline of warm contacts for next time. The compounding value of direct sourcing is the database you own — candidates who already know your brand.
- 04
Train the hiring managers
Direct sourcing shifts more of the qualifying to earlier in the process. Equip managers with the scorecard habit and the skills to give fast, calibrated feedback.
- 05
Measure cost-per-hire and quality
Track cost-per-hire, time-to-fill and 90-day retention by source. When direct sourcing matches or beats agency quality, reduce the agency roster systematically.
Run it on October People
October People's AI sourcing finds and engages qualified candidates directly — no agency markup — and optimizes the process end-to-end so roles fill faster and your team spends time on the conversations that matter. From sourcing to offer, every stage tracked in one place.
Messages candidates actually reply to.
Copy-paste starting points for direct sourcing. Specific, human, role-first — edit the brackets and send.
“Hi [name] — I came across your background and think you'd be a strong fit for a [role] we're hiring for at [company]. We're looking for someone who [specific thing from their profile]. No pressure at all — happy to share more if the timing is interesting.”
“Hi [name] — we spoke a while back about [role/team] at [company]. A lot has changed since then — [brief update on team or product]. Worth a 15-minute catch-up to see if it's worth exploring again?”
“Hey [name] — we're hiring a [role] at [company] and you're exactly the kind of person whose network I trust. Know anyone who'd be great? I'd owe you one — and we do have a referral bonus.”
“Hi [name] — just wanted to follow up after your conversation with the team. We're moving quickly on this one and I didn't want you to be waiting in silence. [Update on timeline / next step]. Let me know if you have any questions before then.”
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The AI Sourcing
Advantage.
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Get the business case.
A designed PDF business case with your numbers baked in — the data, the playbook, the rollout plan, and more. One email; yours to forward to your CEO.
The AI Sourcing Advantage.
October People's AI sourcing finds and engages qualified candidates directly — no agency markup — and optimizes the process end-to-end so roles fill faster and your team spends time on the conversations that matter. From sourcing to offer, every stage tracked in one place.

