A talent sourcing strategy for roles where the obvious search fails
A talent sourcing strategy for hard-to-fill roles starts with the search, because the obvious one returns the wrong people. "Clay" finds potters, "Forward Deployed" finds soldiers and "AI Engineer" finds an intern first. Below: 5 roles, 1 trap and 1 fix each.
The 5 traps, in 1 glance
- GTM Engineer: the tool name alone (Clay) returns 6,052 people, led by clay modellers and ceramicists.
- Forward Deployed Engineer: 7,128 hold the title now, and some of them are soldiers.
- AI Engineer: 18,466 in the US, and the first result is an intern who is still a student.
- GTM Recruiter: the top "Sales Recruiters" place IT contractors from the bench, not sellers.
- Sourcer: "Sourcing" is also procurement's word, so 61,174 results start with buyers.
Role 1 of 5 · GTM Engineer · US
Search "Clay" and you get potters
The tool trap. Never search the tool alone. Pair it with the job around it, and exclude the tool's own company.
| The search | People | What you get |
|---|---|---|
| skill: "Clay" (exact) | 6,052 | Top 3: an automotive clay modeller, a plaster artist, a university ceramics director. |
| LinkedIn: Clay AND ("Revenue Operations" OR "GTM") | 8 / 10 | work at Clay itself. The most-messaged GTM people in the market. |
| skill: "Clay" + title: GTM, RevOps, Growth, Sales Ops or Marketing Ops | 544 | The first 3: a growth marketing lead, a Head of RevOps, a revenue and growth ops lead. |
Recipe: GTM Engineer
1. Skill: Clay (exact). 2. Current title, any of: GTM, Revenue Operations, Growth, Sales Operations, Marketing Operations. 3. Exclude current company: Clay. 4. Read each profile for Clay plus a CRM (HubSpot or Salesforce) plus an automation tool (Zapier, n8n) or SQL.
Run the same search from inside Claude
The Cognitive's MCP connector in Claude: 1 brief, 10 scored people, 2 shortlisted with emails.
Add the connector once (Claude, then Settings, then Connectors, then Add custom connector, paste https://app.thecognitive.io/mcp and sign in). Then describe the role in a sentence and say who to exclude.
Your free trial includes the Claude connector: 100 sourcing credits and 2 AI interviews, no card. Start free trial
Role 2 of 5 · Forward Deployed Engineer · US
Everyone has the title now. Some of them are soldiers
The title-rush trap. When a title goes viral, search the company that invented it. Its alumni did the real job, and they have already shown they will move: the best passive candidate sourcing technique there is.
| The search | People | What you get |
|---|---|---|
| title: "Forward Deployed" | 7,128 | The first result started in July 2026, straight out of a master's. |
| past title: "Forward Deployed" | 3,370 | 2 of the top 3 are military: "Forward Deployed Tactical Operations Officer". |
| past title: Forward Deployed (Software) Engineer · past company: Palantir · not an FDE today | 1,064 | Did the job where it was invented, now elsewhere. The first is a CTO. |
Recipe: Forward Deployed Engineer
1. Past title: "Forward Deployed Software Engineer" or "Forward Deployed Engineer". 2. Past company: Palantir. 3. Exclude anyone whose current title still says Forward Deployed. 4. Read what they do now: founding engineer, solutions lead, CTO. That is your pitch angle.
Role 3 of 5 · AI Engineer · US
18,466 "AI Engineers". The first one is an intern
The inflation trap. Require the career before the title. Someone who was a software or ML engineer first, and has stayed long enough to ship, is doing the real job.
| The search | People | What you get |
|---|---|---|
| title: "AI Engineer" | 18,466 | The first result: "AI Engineer Intern", still a student. |
| same title · past title: Software Engineer or ML Engineer · 1+ year at current company | 4,897 | The first: an AI engineer at an applied-AI startup, ex-software engineer, ex-ML researcher at Cornell. |
Recipe: AI Engineer
1. Current title: AI Engineer. 2. Past title, any of: Software Engineer, Machine Learning Engineer. 3. Years at current company: 1 or more. 4. Read for shipped work: a product, a repo, a paper. Skip profiles that list only courses.
Type the role in 1 sentence. The Cognitive searches, reads every profile against it and writes why each person fits. Start free trial · See how AI sourcing works
How to find candidates on LinkedIn
Titles in an OR group plus at most 2 other terms. 2 terms plus a NOT group returned 0. A city in the keywords is ignored; use the Locations filter.
Role 4 of 5 · GTM Recruiter · US
The top "Sales Recruiters" do not hire sellers
The bench trap. Search every way the job is written, remove the look-alike, then pin the industry you hire for.
| The search | People | What you get |
|---|---|---|
| title: "Sales Recruiter" | 8,272 | The top 2 are "Bench Sales Recruiters": IT staffing, placing contractors already on the bench. |
| title: "GTM Recruiter" (exact wording) | 442 | The abbreviation only a few people use in their title. |
| titles: GTM, Go-to-Market, Sales or Revenue Recruiter · not "Bench" · software companies | 496 | The first 3 recruit sellers at Procore, Paycom and Verkada. |
Recipe: GTM Recruiter
1. Current title, any of: GTM Recruiter, Go-to-Market Recruiter, Go To Market Recruiter, Sales Recruiter, Revenue Recruiter. 2. Exclude titles containing: Bench. 3. Current company industry: Software Development. 4. Read for the roles they fill: SDR, AE, account management, RevOps.
"Sourcing" is procurement's word as much as recruiting's. Search the words only recruiters use.
Role 5 of 5 · Sourcer · US
Search "Sourcing" and you get procurement
The noun trap. 3 titles, never the bare noun. Then read the skills for Boolean searching, X-ray search or talent pipelining.
| The search | People | What you get |
|---|---|---|
| title: "Sourcing" | 61,174 | Top 3: a Head of IT Strategic Sourcing, a sourcing buyer, a product sourcing engineer. |
| titles: Sourcer, Talent Sourcing or Recruiting Sourcer | 6,744 | The first 3 source talent at Centene, Amazon and Fisher Investments. |
Recipe: Sourcer
1. Current title, any of: Sourcer, Talent Sourcing, Recruiting Sourcer. 2. Never the bare word "Sourcing": it returns procurement and supply chain. 3. Read the skills for Boolean searching, X-ray search or talent pipelining.
The playbook as a Claude skill
Save this as SKILL.md in a folder named hot-role-search, and Claude applies the 5 traps to any role you give it.
--- name: hot-role-search description: Builds searches for GTM Engineer, Forward Deployed Engineer, AI Engineer, GTM Recruiter and Sourcer roles that avoid the trap each one has. Use when a search for one of these roles returns the wrong people. --- # Hot role search Input: the role, the location, the must-haves. Pick the trap: - Tool trap (a role defined by a tool): tool as a skill + the job around it as a title. Exclude the tool's own company. - Title-rush trap (a title that went viral): past title at the company that invented it, not holding it today. - Inflation trap (a title everyone adopts): current title + a past engineering title + 1 or more years at the current company. - Bench trap (sales recruiting): GTM, Go-to-Market, Sales or Revenue Recruiter, exclude Bench, software companies. - Noun trap (sourcer): Sourcer, Talent Sourcing or Recruiting Sourcer, never the bare word Sourcing. LinkedIn rules: titles in an OR group plus at most 2 terms. Put the city in the Locations filter, not the keywords. Output: the trap in 1 line, the search ready to paste, what to read for in each profile, 3 opening lines matched to where these people are now.
Hiring 1 of these right now? Start the trial, then book 30 minutes with Sparsh, the founder. We run your search together, live, and you keep every person we find. Start your free trial · Then book your 30 minutes
Keep reading
How to hire an AI/ML engineer · How to hire a technical recruiter · LinkedIn Boolean search guide · 10 best AI sourcing tools in 2026
Frequently asked questions
What is a talent sourcing strategy for hard-to-fill roles?
A talent sourcing strategy is the decision, made before the search runs, about which titles, skills, companies and exclusions define the real candidate pool for a role. For hard-to-fill roles it matters most, because the obvious search (the tool name, the viral title, the bare noun) returns the wrong people. The 5 recipes on this page are that decision, written down.
What are the best sourcing strategies for recruiters on LinkedIn?
Search titles in an OR group, keep to 2 other terms, put the city in the Locations filter, and exclude look-alike titles and the tool vendor's own staff. Then read each profile for the skill plus the systems around it. The GTM engineer, FDE and sourcer recipes above are worked examples.
Why does searching "Clay" return clay modellers instead of GTM engineers?
Because a skill search matches the word, not the product. Pair the tool with the job around it (GTM, Revenue Operations, Growth, Sales Operations or Marketing Operations as a title) and exclude Clay's own employees. In the US that cuts the list from 6,052 to 544.
How do I find real forward deployed engineers rather than people who just adopted the title?
Search the past title at the company that invented the role: Forward Deployed Software Engineer at Palantir, excluding anyone still holding an FDE title. Those 1,064 people did the job where it started and have already shown they will move.
What is the fastest filter for AI engineer searches?
A past title of Software Engineer or Machine Learning Engineer, plus at least 1 year at the current company. It drops 18,466 title holders to 4,897 people who had an engineering career before the label and have stayed long enough to ship.
What is a bench sales recruiter, and why do they show up in GTM recruiter searches?
A bench sales recruiter works in IT staffing, placing contractors who are already on the firm's bench with client companies. They share the words "sales recruiter" with people who hire sellers, so exclude titles containing "Bench" and pin the company industry to software.
How is a talent sourcer different from a sourcing manager?
A talent sourcer finds candidates for open roles; a sourcing manager buys goods and services for a company. On job titles the words overlap, so search Sourcer, Talent Sourcing or Recruiting Sourcer and never the bare word "Sourcing".
Do these boolean search techniques work on LinkedIn as well as in a candidate database?
Mostly. LinkedIn's search takes titles in an OR group plus at most 2 other terms; adding a NOT group on top returns 0 results. Put the city in the Locations filter, not the keywords, and run the tool and company exclusions in a database search instead.
What does the free trial of The Cognitive include?
100 sourcing credits and 2 AI interviews, with no credit card. A search costs 1 credit per candidate it returns, an email reveal 5 credits and a phone reveal 10, charged only when the reveal succeeds. AI Sourcing starts at $49/month and AI Interview at $99/month.
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