Honrly
HONRLY

Use case · Engineering hiring

Protect coding assessments from AI copilots and hidden help

When take-home and live coding rounds are flooded with AI assistance, signal collapses. Candidates produce plausible solutions without owning the problem-solving process. Honrly adds an integrity layer designed for that reality-and optional behavioral probes about trade-offs and debugging judgment.

Back home

01

The coding-assessment integrity problem

Modern copilots can complete medium take-homes in minutes. Pair-programming theater on a video call can still hide a second window. Interviewers grade the artifact, not the process-and later wonder why on-the-job debugging looks nothing like the screen.

  • AI-written solutions that pass unit tests but lack transferable reasoning
  • Hidden overlays and second devices during live coding
  • Copy/paste and scripted-response patterns that look “too clean”
  • Inconsistent stories when asked how they arrived at the approach

02

What Honrly monitors and reviews

Integrity signals focus on assistance and session anomalies-not invasive keystroke logging by default. Reviewers get structured context so they can distinguish possible assistance from proven misconduct.

  • Suspicious apps, overlays, and assistance patterns during the session
  • Evidence timelines for human review after the fact
  • Optional follow-up behavioral questions on trade-offs, constraints, and debugging
  • Policy-aware design: allow approved tools when the job uses them

03

Pair integrity with evidence interviews

A green test suite is not ownership. After a coding round, ask candidates to explain assumptions they were least confident about, what they would change under a latency constraint, or when they would delay a decision. Score specificity, judgment, and consistency-not whether the answer sounds senior.

Workflow

How it works

Select competencies → generate questions → score evidence → verify integrity

Assessment loop
Select
Role · Customer Success Manager
Customer empathy
30%
Ownership
25%
Communication
20%
Adaptability
15%
Conflict resolution
10%

Integrity gate

Threats get intercepted. Genuine candidates pass through.

A four-scene integrity loop: live session, anomaly detection, layered interception, and verified pass—built for AI-era cheating.

  • Device & session
  • Behavior & language
  • AI assistance
Honrly integrity
Session live
Candidate sessionLive

“When a renewal was at risk, I called the customer the same day and owned the save through Q3…”

Response · 00:14:22
Integrity watch
  • Identity checkok
  • Device postureok
  • Response cadenceok

Hiring pipeline

Without a gate, risk flows into every hire. With Honrly, it doesn't.

Watch one hiring wave: intake, unchecked advance, gated interception, then a shortlist built only from verified sessions.

Candidate stream
Intake
Hiring wave · CSM6 sessions
A. Chen
Ownership 5
In queue
R. Okonkwo
AI assistance
In queue
M. Patel
Judgment 4
In queue
J. Rivera
Hidden overlay
In queue
S. Kim
Evidence 5
In queue
T. Brooks
Paste burst
In queue

Evidence report

Excerpts hiring panels can actually use

Each competency surfaces quoted evidence, rubric anchors, and an integrity status—not a vague fit number.

Candidate report
Ownership
Ownership5 / 5

“I owned the renewal risk, called the customer the same day, and tracked the save through Q3.”

Same-day actionNamed accountabilityFollow-through

04

Fairness and candidate experience

State the rules before the assessment starts. If AI is allowed for scaffolding but not for final solutions, say so. Provide accommodations. Avoid appearance-based or accent-based scoring. Keep humans in the loop when flags fire.

05

Fit with your existing stack

Honrly does not need to replace your coding platform. It defends the integrity of the session and can add verified behavioral layers around engineering competencies like ownership, learning agility, and critical thinking.

FAQ

Frequently asked questions

Yes-if that matches the job. Honrly should enforce your policy, including allowlists where appropriate.

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Next step

Ready to run verified assessments with integrity?