What to delegate and what to inspect
A bounded task with clear context and acceptance examples is easier to evaluate than “build the system.” Drafting a parser, summarizing a module or suggesting test cases may be useful when a reviewer can check the output. Do not assume plausible code has the correct authorization, concurrency behavior or dependency API.
Architecture choices, business rules and high-impact decisions need human review. Ask the tool to expose assumptions and unknowns, then check those claims against primary documentation and the actual codebase. This is a proposed engineering process, not a measured Inovera productivity result.
A supervised change workflow
Define a small task, boundaries and acceptance examples.
Provide only approved code and data; exclude secrets and private customer information.
Review the design and threat scenarios before implementation.
Inspect the diff for access checks, failure paths and unintended scope.
Run tests, type checks and relevant integration checks independently.
Approve deployment through the normal release process and observe behavior.
Threat modeling and testing
Consider how attacker-controlled input reaches permissions, files, queries or generated output. Review authentication, authorization, injection and accidental disclosure rather than trusting a generic “secure” label. Tests suggested by the same tool can repeat its assumptions; add cases that try to falsify the implementation.
Check dependency versions and documentation instead of accepting invented APIs. Reproduce a reported test result, and preserve failure evidence when it does not pass. Human review is also a control that can fail, so keep changes bounded and maintain an effective rollback route.
How to evaluate acceleration honestly
Illustrative benchmark method, not measured results
| Dimension | Record | Why it matters |
|---|---|---|
| Task | Scope, difficulty and acceptance criteria | Makes comparisons interpretable |
| Time | Prompting, review, correction and testing | Avoids counting only generation time |
| Quality | Defects, rework and missed requirements | Speed without correctness is misleading |
| Context | Tool version, reviewer and codebase | Results may not generalize |
Privacy and provider boundaries
Confirm which repositories, prompts and logs the tool may access, what the provider retains and which settings apply to your account. Keep credentials outside prompts, use appropriate access controls and document incident handling. A general risk framework can structure review, but using it does not imply certification or compliance.
Frequently asked questions
Can AI replace review and tests?
No. Generated output needs independent verification against the requirements and risks of the actual system.
Can we claim a delivery multiplier?
Only with a defensible measured method and disclosed scope. No unsupported percentage or multiplier is asserted here.