Methodology

From real work to a better hiring decision.

Aikiyam combines role discovery, structured conversation, human-reviewed evidence, and outcome learning. The process is designed to improve judgment — not replace it.

The process

Bring us one role. We’ll return the signal.

01 · 45 minutes

Role kick-off

A structured session with the hiring manager: mandate, operating context, what success looks like at 90 days, non-negotiables, and accepted trade-offs. This context calibrates every question that follows.

02 · 90 minutes

Structured candidate conversation

Aikiyam Intelligence explores real projects using consistent prompts around context, ownership, decisions, trade-offs, execution, outcomes, and reflection. Consequential interpretations are human-reviewed before anything reaches you.

03 · Within 24 hours

Signal Profile

Evidence observed. Evidence not yet established. Role alignment. Evidence confidence. Suggested interview focus. Every signal traceable to a specific moment in the session.

04 · The outcome loop. When the hire is made, we track outcomes at 30, 60, and 90 days — not to evaluate the candidate, but to learn which signals predicted success. Every hiring cycle teaches the system.
See it work

Aikiyam Intelligence — the two-minute look.

Why now

Hiring’s problem has changed three times.

Hiring used to be an information problem — we needed more data about candidates. Today it is a signal problem — too much information, too little confidence. The next challenge is a learning problem — which signals actually predicted success? Aikiyam is building across all three. We start with signal.

The Aikiyam Pyramid

How everything connects.

Professional Brain — the persistent memory of a professional’s work, decisions, and growth. It begins with the first Aikiyam evaluation and evolves with every milestone the professional chooses to add — so nothing resets to zero.

Aikiyam Intelligence — asks better questions of that memory and of the candidate, converting understanding into structured, human-reviewed evidence.

Signal Profile — the artifact your team receives. It is the deliverable, not the hero: the enduring concepts are the memory, the questions, and the decision.

Evidence confidence

“Unknown” is a valid result.

Every Signal Profile marks each dimension as Strong evidence, Moderate, or Limited evidence. Limited evidence means insufficient data was captured — not that the candidate lacks the capability. A system should say when evidence has not been established rather than manufacture confidence. That honesty is not a weakness. It is the point.

See the methodology expressed as a real deliverable.

A complete, fictional, redacted sample.

Open the Sample