MERIT-8™ · A FirstPanel Research research methodology

Eight competencies.
Eight AI agents.
Hired on merit.

The MERIT-8™ methodology — developed by FirstPanel Research — deploys eight AI agents, one per competency, on a single adaptive interview. A consensus engine turns their evidence-linked scores into one Role-Fit Index your legal team can defend. Nothing about the person is measured except what they can do.

throughput · 80% less screening time · 100% of applicants interviewed · 0 biometric inference

The eight competencies

Every candidate. Every competency. Same rubric.

Each AI agent owns one competency, reads the same transcript, and must attach verbatim evidence to every score — or abstain. No evidence, no score, no guessing.

AGENT 01

Role Expertise

Job knowledge and technical depth, tested through role-calibrated scenarios and verifiable claims. The single strongest predictor of performance.

AGENT 02

Problem-Solving

Reasoning on novel, role-relevant problems the candidate hasn't rehearsed — the interview-native measure of cognitive ability.

AGENT 03

Communication

Clarity, structure, and listening — did they answer the question that was actually asked?

AGENT 04

Interpersonal Effectiveness

How they work with others: teamwork, cross-functional collaboration, conflict and feedback — one competency, because it's one factor.

AGENT 05

Work Discipline

Conscientiousness in evidence: planning, follow-through, verification habits, ownership of quality.

AGENT 06

Values & Drive

Motivation for this role and alignment with your documented values — never similarity to current employees.

AGENT 07

Adaptability

Learning agility: response to change, feedback absorbed, skills acquired, plans revised.

AGENT 08

Integrity & Judgment

Situational judgment on realistic dilemmas, consistency of account, ethical reasoning.

CROSS-CUTTING MODULE

AI Fluency

Not a ninth competency — a weighted module you switch on per role. It injects AI-competency criteria into Role Expertise (tool use & delegation), Work Discipline (verifying AI output), Integrity & Judgment (responsible use), and Adaptability (adopting new tools). And because the interview itself is a conversation with an AI, we don’t ask candidates whether they can work with AI — we watch them do it, live.

Consensus, not vibes

Proof-carrying scores

The Adjudicator — a consensus engine from FirstPanel Research’s multi-agent research — aggregates the eight agents into a weighted Role-Fit Index with honest uncertainty. Agents that disagree are resolved by re-reading the evidence, never by averaging the disagreement away.

Every score links to transcript evidence

Click any rating, see the exact moment that earned it.

You set the weights and floors

A CSM and a senior engineer need different profiles. Strength elsewhere can't buy back a failed floor.

Policy compiler blocks illegal criteria

Configure your hiring bar freely — the system rejects anything that touches or proxies a protected attribute.

Role-Fit Index · A. Rahman · CSM-r4
Expertise4.4
Problem-Solving4.6
Communication4.8
Interpersonal4.2
Discipline4.5
Values & Drive4.0
Adaptability4.7
Integrity4.3
RFI94 ± 3
evidence spans37 linked
Fair by architecture

Bias controls your lawyers will actually believe

Fairness in MERIT-8 isn’t a policy statement — it’s a set of engineering constraints tested on every model release.

Input blinding

Agents never see names, gender signals, age indicators, photos, or postal codes. They score what was said, not who said it.

Content-only signals

Zero facial-expression, voice-tone, or biometric analysis — the capability doesn't exist in the architecture. EU AI Act Article 5 compliant by construction.

Counterfactual testing

Matched transcripts with varied demographic signals must score identically, or the model version doesn't ship.

Four-fifths monitoring

Live adverse-impact dashboards per requisition, with automatic alerts and optional shortlist holds.

Accommodations, invisibly

Voice, video, or text; extended time; pause and resume — none of it visible to scoring agents.

Independent audits

Annual third-party bias audits to the NYC Local Law 144 standard, summaries published.

EU AI Act Annex III ready · Art. 5 cleanUS NYC LL144 · Illinois HB 3773 + AIVIA · Title VII/ADACA Ontario Bill 149 · Quebec Law 25 · PIPEDAUK Equality Act · UK GDPR · ICO-alignedJP APPI · Employment Security Act

Test MERIT-8 on your own requisition.

Free pilot: one live role, your rubric, real applicants. First shortlist inside two weeks — judge the method by its evidence.