MEET SAMJI - AN CORPORATE RECRUITER’S STORY
Samji is an in-house recruiter working across several teams and hiring needs. She is expected to help hiring managers find people who can do the work, but unclear briefs, inconsistent requirements, and large candidate pools often leave her spending too much time clarifying what the role actually needs and sorting through information that does not always show capability clearly.
Even when strong candidates are available, familiar job titles, conventional résumés, and internal assumptions can influence decisions more than relevant evidence.
Samji needs a credible way to help hiring managers understand why a candidate is relevant to the work and which requirements are supported by evidence.
Samji does not need more applications to manage. She needs clear requirements, candidate-approved evidence, and a fair process that helps her support more consistent, accountable hiring decisions across the organization.
NB: Samji is a representative story showing how the Adonea.ai MVP is designed to guide and support an in-house recruiter working with hiring teams.
01. BEGIN WITH CLEAR REQUIREMENTS
DEFINE THE WORK WITH THE HIRING TEAM
Samji begins with the hiring manager’s brief, but Adonea helps them go beyond a conventional job description. Together they clarify the actual activities, responsibilities, outcomes, working conditions, constraints, and what someone needs to bring from the start versus what can be learned.
DECIDE WHAT WOULD SHOW CAPABILITY
Once the work is clear, Adonea helps Samji and the hiring manager identify what evidence would meaningfully support each requirement. Instead of beginning with a résumé and asking whether someone looks suitable, Samji now has a clearer way to understand what is relevant to the work before she sees any candidate.
KEEP THE REQUIREMENTS CONSISTENT
The agreed requirements remain the basis for considering everyone who enters the process. Samji can focus on whether relevant capability is supported by evidence rather than allowing familiar titles, employers, résumé conventions, or changing expectations to quietly reshape the decision.
02. REVIEW RELEVANT CANDIDATES WITH CONFIDENCE
UNDERSTAND WHY EACH PERSON IS BEING CONSIDERED
Adonea.ai shows Samji how each candidate’s relevant capabilities and evidence connect to the requirements agreed with the hiring team. She does not have to infer relevance from a job title, employer name, or résumé format.
REVIEW CANDIDATE-APPROVED EVIDENCE
Samji can examine the evidence relevant to the work, together with what is known and what may still need clarification. Candidates remain in control of personal information that is not needed for the hiring decision.
MANAGE THE CONSIDERATION GROUP WITHOUT RANKING
When more people meet the agreed requirements than the hiring team can reasonably review at once, Adonea.ai helps create a manageable consideration group without scoring candidates or asking Samji to rank them against one another.
03. SUPPORT AN ACCOUNTABLE HIRING DECISION
HELP THE HIRING TEAM CONSIDER EACH PERSON
Samji helps the hiring manager review each candidate against the same declared requirements, using relevant candidate-approved evidence. The discussion stays focused on the work rather than résumé familiarity, career path, or employer names.
KEEP THE FINAL DECISION HUMAN
Adonea.ai supports Samji and the hiring team with clear information, but it does not rank candidates, recommend a preferred person, or make the hiring decision. The people responsible for the hire remain accountable for the choice they make.
GIVE EVERYONE A CLEAR OUTCOME
Once the decision is made, every candidate receives an honest outcome. Someone who is not selected is not assigned an invented weakness or treated as having failed when they met the requirements and another qualified person was chosen.