Step 01 · Vacancy analysis
Hunter role, clear buyer
Hard: closing new business in B2B field sales, selling to technical buyers, living within reach of the region, Dutch. Preference: experience in installation or construction supply, a specific CRM.
Industry / Sales
Sales recruiting software: how AI sourcing finds proven sellers
As sales recruiting software, AIcruiters does not search on title, because sales titles say little about the work: a key account manager can be a hunter or a farmer, selling six-figure deals or reordering stock. It sources on deal type, sales cycle, customer segment and visible results, ranks candidates against the full vacancy with every score explained, and approaches them about their track record.
Why is sourcing salespeople harder than it looks?
Salespeople are easy to find and hard to reach. Almost every account manager, SDR and sales lead keeps a LinkedIn profile, because their network is part of their job. That also makes them a heavily approached group: the best performers get recruiter messages every week and ignore anything that reads like a template.
The second problem is noise in the data. Titles inflate (a first-year SDR may be called business development manager), quota attainment is rarely public, and a strong year may owe more to territory than to skill. Profiles do hold useful proxies: President's Club or target awards, promotions within a short time, growth in deal size, a move from inside sales to field sales, and the products and buyers they describe.
Which signals matter for which sales role?
A sales vacancy has a few hard requirements and many preferences disguised as requirements. This split is where most sales searches win or lose.
Role
Hard requirements
Soft preferences
Evidence in a profile
SDR / BDR
Outbound prospecting experience or a clear drive for it; language of the market
Same sector, CRM brand, degree
Promotions, target awards, description of outbound activity
Account executive (new business)
Closing new logos with a comparable deal size and sales cycle
Exact product category, specific methodology
Deal sizes, segments, awards, progression from SDR
Account manager (existing customers)
Retention and upsell in a comparable customer base
Industry background, travel radius
Portfolio size, tenure with accounts, growth mentioned
Sales manager
Leading a team with a quota; hiring and coaching
Team size identical to yours, same go-to-market
Team growth, reports, career steps from seller to lead
Quota attainment is almost never verifiable from a profile. Treat it as a question for the first conversation.
How do you judge a sales track record before the first call?
AIcruiters does not guess a number. It ranks each candidate against the full vacancy and shows the reasoning: which experience matches your deal type, what is missing and what looks risky. A recruiter sees in one view why a candidate is on the list. More on how candidate ranking works.
- Fit: comparable deal size, buyer and sales cycle, stated in the profile.
- Missing: for example no new business experience for a hunter role.
- Risk: short stints in a row, or results that may depend on one large account.
LB
Lotte B.
87match
Matches
- 8 yrs Javasource: profile
- Spring Boot in 3 rolessource: work history
- Payments domain since 2021source: work history
Missing
- Kubernetes not mentionedask in call
Risk
- 2 job changes in 3 yrssource: work history
Example data
How do salespeople want to be approached?
Talk about results and earning potential, not about the title. A good seller reads a message the way a buyer reads a pitch: is this about me, and what is in it for me? Name something specific they achieved or sold, then give the facts that decide a move: product and buyer, territory, how the variable pay works, what realistic earnings look like and how much pipeline exists on day one.
Avoid the phrases every recruiter uses. "Exciting opportunity" and "fast-growing company" signal a template. Sellers respect a short message with a clear ask more than a long one. Our guide to LinkedIn outreach messages shows examples.
What are the common pitfalls in a sales search?
Filtering on the exact title
Account manager, business developer, sales consultant and commercial specialist can all be the same job. Search on activity and deal type.
Requiring your exact industry
A seller of complex B2B software to IT managers may move well to another complex sale. A shared buyer often predicts a good move better than a shared product.
Confusing hunters and farmers
New business and account management are different skills. Write down which one the role really is before the search starts.
Reading a big logo as proof
Selling for a market leader with inbound demand is not the same as building a territory from scratch. Look at what the candidate says they did.
How do the five steps work for a sales vacancy?
Example scenario, fictional. A technical wholesaler in Noord-Brabant hires a field account manager for new business with installation companies. Base salary plus commission, company car, region southern Netherlands.
Step 02 · Market search
Search routes by buyer, not by title
Routes cover account managers, business developers and area sales managers at suppliers to installers, contractors and facility companies. Inside sales profiles without field experience are removed.
Step 03 · Fit ranking
Hunters on top, farmers explained
A seller who opened new dealer accounts ranks high. A strong account manager with only existing customers scores lower, with the reason: no evidence of new business.
Step 04 · Personal outreach
A message about their results
The draft refers to the dealer network the candidate built and states the territory and commission structure plainly. The team reviews the first messages before they go out.
Step 05 · Follow-up and handover
Interested sellers to the recruiter
The agent follows up within the rules the team set. Positive responses go to the recruiter with profile, match reasoning and the conversation, ready to ask about actual quota results.
Questions about sourcing salespeople
Can AIcruiters see quota attainment?
No. Quota figures are rarely public. The agent works with visible proxies such as awards, promotions and deal types, and flags what the recruiter should verify.
Does this work for agencies placing sales profiles?
Yes. Where an agency places sales profiles regularly, consistent search quality across consultants matters. See AI sourcing for recruitment agencies.
Won't top salespeople ignore automated messages?
They ignore generic ones. Each message is written for one candidate and one vacancy, and your team decides on tone, rules and whether approval is needed before sending.
Is this useful for an in-house team hiring its own sales force?
Yes, especially when sales hiring is recurring and the team has no dedicated sourcer. More on in-house talent acquisition.
See it on your own sales vacancy
Bring an account manager or SDR vacancy. In 30 minutes you see whether the role is really hunting or farming, how candidates rank on deal type and buyer, and a draft first message about their results.