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.

2-minute overview

Arriving 1 August 2026. Until then, the sample Signal Profile below is the best way to see the output.

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