Human engineering review for AI-generated code.

Coding models require evaluators who understand software quality, not just surface-level correctness. AIEvalOps provides managed coding evaluation workflows for AI coding tools and software agents.

[Request Pilot]

// evaluation_dimensions

What we evaluate in code.

[01]

Code Correctness

Evaluate whether generated code solves the task and produces the expected output.

[02]

Debugging Review

Assess whether the model can identify bugs, explain issues, and produce valid fixes.

[03]

Test Review

Review generated tests for coverage, edge cases, maintainability, and relevance.

[04]

Security Assessment

Identify unsafe patterns, vulnerabilities, dependency risks, and insecure implementation choices.

[05]

Code Quality

Assess readability, maintainability, architecture, efficiency, and engineering judgment.

[06]

Benchmark Grading

Support human scoring and review for coding benchmarks, SWE tasks, and model comparison workflows.

// languages

Languages we support.

Our reviewers have experience across major programming languages and frameworks used in AI coding applications.

Python

JavaScript

TypeScript

Rust

Java

C++

SQL

// review_example.json

{
  "task_id": "swe-bench-001",
  "model_output": "...",
  "review": {
    "correctness": 0.85,
    "security": "pass",
    "maintainability": 0.72,
    "edge_cases_handled": true,
    "notes": "Solution works but 
      could use better error 
      handling for null inputs."
  },
  "reviewer": "eng_reviewer_042",
  "qa_status": "validated"
}

// applications

Common coding evaluation use cases.

[01]

Code Generation Benchmarks

Human review of benchmark outputs like HumanEval, MBPP, and SWE-Bench.

[02]

Coding Assistant Evaluation

Assess quality of suggestions from coding copilots and autocomplete tools.

[03]

Bug Fix Verification

Validate that generated fixes actually solve the issue without regressions.

[04]

Test Generation Quality

Review generated tests for completeness, correctness, and edge case coverage.

Need expert code review for your AI?

Start a pilot to evaluate your code generation or coding agent with engineering-grade human review.

[Request Pilot]