Interview Engine

Every role gets the interview it deserves. Every candidate gets the same bar.

One engine runs every Recio interview, tuned to the role you're hiring, the stack your team runs, and the level you need.

Résumé verificationTechnical depthReal-world scenariosHands-on labs

The four layers of the interview engine

Layer 01

Résumé verification

The interview opens on the candidate’s own claims, probing each one until it holds or breaks.

Layer 02

Technical depth

Adaptive follow-ups go one layer deeper each time, at the depth the role and level demand.

Layer 03

Real-world scenarios

Production incidents and trade-offs from the stack your team actually runs. Not trivia.

Layer 04

Hands-on labs

Claims get tested in a live environment. What they did, not what they said, becomes the evidence.

Four layers. One engine.

Every score in the report traces back to a moment inside one of these four layers.

The roles you're hiring. Not a generic ‘tech screen.’

Interview engine
Cloud & DevOps
DevOps EngineerCloud Engineer (AWS, Azure, or GCP)Site Reliability EngineerPlatform EngineerInfrastructure & SystemsRelease & CI/CDCloud SecuritySolutions Architect
AI
AI / GenAI EngineerML EngineerMLOps & ML PlatformData Scientist

It interviews the way your best interviewer does. Every time.

Four habits of a great first-round interviewer, built into the engine, so every candidate meets the same rigor.

It reads the résumé like a skeptic.

Claims are parsed, checked for consistency, then tested live. Specific, lived-in answers hold up. Rehearsed ones don’t.

1Résumé verification

It finds the real stack.

AWS required? The interview holds that line. Any cloud accepted? They’re tested in the one they actually know.

2Stack matching

It goes as deep as the role needs.

Questions at the right depth, production scenarios with real trade-offs, and hands-on labs, all weighted to your JD.

3Calibrated depth

It adapts, but never lowers the bar.

Same competencies, same rubric for every candidate. Only the surface questions change, so prep sites can’t game it.

4One bar for all

A junior and a staff engineer shouldn't get the same interview.

Recio calibrates to experience across four bands: 0–2, 2–5, 5–8, and 8–12 years. Early-career candidates get fundamentals and a guided lab. Senior candidates get architecture, production judgment, and harder labs with briefs that are deliberately incomplete, because at that level not asking the right questions is the red flag. Scoring shifts the same way: recall matters less as level rises, while design and judgment matter more.

Depth by experience level
0–2years
Fundamentals
2–5years
Depth
5–8years
Architecture
8–12years
Judgment

Ready to see it on one of your roles?

Contact us