Sourcing Bot for Targeted Candidate Shortlists

Why it exists

Most sourcing tools are too loose for hard searches.

A broad search brings volume. A specialist search needs calibration. Sourcing Bot uses the role brief, must-have signals, negative filters, source patterns, and recruiter feedback to keep the shortlist close to the actual hiring need.

Role fit

Parse the brief before searching

Seniority, outcomes, domain, must-have skills, deal breakers, and source fit are extracted before the first query is built.

Search quality

Boolean strings that stay focused

Queries combine title variants, adjacent titles, exact skills, exclusions, and source-specific operators instead of relying on one generic prompt.

Evidence

Profiles are scored with receipts

The score is tied to visible evidence, missing evidence, seniority fit, domain fit, source credibility, and outreach readiness.

Creative roles

Behance for marketing talent

Creative searches can include portfolio-led sourcing for graphic designers, video editors, motion designers, brand designers, and paid social creatives.

Calibration

Feedback changes the next search

Accepted, rejected, and weak-match profiles update the scoring emphasis so the next batch is closer to the hiring manager's expectation.

Shortlist

Weak profiles get held back

Quality gates prevent profiles with weak evidence, wrong seniority, or poor source fit from crowding the shortlist.

Workflow

From role brief to shortlist, with less guessing.

The strongest sourcing process starts before search. The bot forces the role into a search plan, then checks every profile against the evidence that matters.

01

Extract the hiring signals

Role outcomes, seniority, industries, tools, must-have evidence, and negative filters are turned into a quality profile.

02

Build source-specific searches

LinkedIn-style Boolean, GitHub evidence, Behance portfolio searches, and web queries are planned separately.

03

Score before shortlist

Profiles are checked for hard criteria, adjacent fit, seniority, evidence depth, and missing proof before they reach review.

04

Learn from recruiter feedback

Rejected profiles tighten the next query. Strong profiles reinforce the signals that actually matter for the role.

Candidate scorecard

Must-have evidence Visible proof of the role's non-negotiable requirements.

35%

Domain and context fit Company type, industry, product motion, budget, channel, and stage.

25%

Seniority and ownership Scope, leadership level, hands-on depth, and delivery maturity.

20%

Portfolio and source signal Quality of public work, repos, Behance projects, profile completeness, and freshness.

20%

Sources

Different roles need different search surfaces.

Engineering, AI, marketing, and creative roles leave different traces online. Sourcing Bot routes searches to the places where those traces are most useful.

Source

Best for

Signals checked

LinkedIn and web profiles

Most business, marketing, sales, operations, and leadership searches.

Title patterns, company stage, domain overlap, seniority, tenure, and public profile evidence.

GitHub

Engineering, AI, automation, data, infrastructure, and developer tooling roles.

Repos, languages, activity, stars, ownership, project relevance, and contribution depth.

Behance and portfolio search

Graphic designers, video editors, motion designers, brand designers, creative strategists, and paid social creatives.

Portfolio craft, project type, brand context, video or motion work, ecommerce examples, and recent work.

Open web search

Niche profiles, conference speakers, operators with public work, and candidates outside obvious platforms.

Articles, talks, personal sites, portfolio pages, case studies, interviews, and project pages.

Mihai Arsene

Founder, HireLikeaPro and Valuable Recruitment. 15+ years in recruiting, 1,000+ placements, 70+ countries.

A sourcing tool should make the recruiter more precise. More candidates only help when the search criteria are tight enough to keep weak profiles out.

Last updated July 3, 2026. This page is written and reviewed by Mihai Arsene, based on live sourcing work across AI, automation, digital marketing, e-commerce, and specialist recruitment projects.

FAQ

Questions recruiters and founders usually ask.

What is Sourcing Bot?

Sourcing Bot is a private AI sourcing workbench built by HireLikeaPro and Valuable Recruitment. It turns a role brief into search strategy, Boolean strings, source-specific queries, candidate evidence, and scored shortlists.

Which roles is Sourcing Bot best for?

It is best for specialist roles where a generic keyword search brings too many weak profiles. Current focus areas include AI, automation, engineering, digital marketing, e-commerce, graphic design, video editing, and growth roles.

Does Sourcing Bot replace a recruiter?

No. It is designed to help a recruiter search with more discipline. The tool tightens Boolean planning, expands relevant sources, and scores evidence, while the recruiter still owns judgment, outreach, calibration, and client context.

Can Sourcing Bot find marketing and creative candidates?

Yes. The sourcing plan now includes Behance-style portfolio sourcing for graphic designers, video editors, motion designers, brand designers, and related creative marketing profiles.

Is Sourcing Bot publicly available?

Sourcing Bot is currently a private workbench used for selected recruiting projects. For access or a sourcing review, contact Mihai Arsene through HireLikeaPro or Valuable Recruitment.

Need a tighter shortlist for a hard role?

Send the role brief, the must-have signals, and a few examples of profiles that missed the mark. Sourcing Bot can turn that into a sharper search plan.

Open Sourcing Bot

Sourcing Bot for targeted candidate shortlists

Senior performance creative lead

Portfolio-led DTC creative

Behance motion profile

Growth designer

Brand generalist