AI-generated code is changing how quickly software teams can build, iterate, and solve development challenges, but getting meaningful results from these tools requires more than simply generating code. Businesses need the right expertise to capture the potential speed and productivity gains of AI-assisted development while maintaining the quality, security, and reliability expected of production software.
What does an AI-generated code specialist do?
An AI-generated code specialist combines software engineering expertise with fluency in AI coding tools. They provide AI assistants with the prompts, context, and requirements needed to generate useful code, then review, test, and refine the results before they reach production. Their understanding of how different layers of a codebase connect helps them identify errors, security issues, and inconsistencies that automated suggestions may miss.
Day to day, an AI-generated specialist handles work such as:
- Generating and refactoring source code using AI assistants such as GitHub Copilot or Cursor, then integrating the output into an existing codebase
- Reviewing AI-generated code for bugs, security vulnerabilities, performance issues, and coding-standard violations
- Writing and maintaining unit tests and documentation to validate AI-generated code and document important implementation decisions
How to hire an AI-generated code specialist on Upwork
Hiring on Upwork follows four clear steps, from posting a job to starting work. On Upwork, 89% of first-time clients complete a contract, demonstrating that many new clients successfully move from hiring to project completion.
Step 1: Post a job
Start by describing your development environment, the coding work involved, and how you expect AI tools to be used.
- Name the AI coding assistants candidates should know, such as GitHub Copilot or Cursor
- List the programming languages, frameworks, APIs, and development tools your project uses
- State whether the work involves generating new code, refactoring, debugging, reviewing AI-generated code, testing, or a combination
- Describe your existing codebase and repository workflow when the specialist will be contributing to an established project
- Note any security, privacy, or compliance requirements that affect how proprietary code or data can be shared with AI tools
- Adapt this AI developer job description to your project needs
The Job Post Generator powered by Uma™, Upwork's Mindful AI can help here. Describe your needs in a few sentences and Uma will draft a job post for an AI-generated code specialist. On Upwork, the average time from job post to first proposal is just three hours.
Step 2: Evaluate candidates
Compare candidates on their software engineering fundamentals as well as their ability to use AI coding tools effectively and responsibly.
- Review code samples for readability, maintainability, testing, and adherence to established development practices
- Look for examples of AI-assisted projects that demonstrate how candidates validated, refined, or debugged generated code
- Confirm experience with your programming languages, frameworks, version control system, and development environment
- Check for experience identifying security vulnerabilities, faulty logic, hallucinated APIs, or other problems that can appear in AI-generated code
- Review client feedback for evidence of technical problem-solving, reliability, and clear communication
Uma can run instant video interviews and build shortlists with side-by-side comparisons, so you can narrow the field before you invest time in live conversations.
Step 3: Interview your top choices
Use interviews to understand how candidates decide when to rely on AI and how they validate its output before code reaches production.
- Ask how they check AI-generated code for correctness, security, performance, and maintainability
- Explore how they prompt, troubleshoot, and iterate when generated code fails tests or doesn't meet requirements
- Ask how they prevent proprietary code, credentials, or sensitive data from being exposed through AI coding tools
- Discuss when they would write code themselves rather than rely on an AI-generated solution
- Consider a short paid coding exercise that requires the candidate to review, debug, or improve AI-generated code
- Draw on proven AI developer interview questions to help assess candidate strengths
You can schedule and conduct interviews within Upwork Messages, with an immediate transcript and summary provided after each one.
Step 4: Agree on scope and begin work
Set expectations for deliverables, quality standards, AI usage, and collaboration before work starts.
- Define deliverables such as code commits, pull requests, code reviews, tests, and documentation
- Set milestones around features, integrations, bug fixes, or other measurable development outcomes
- Establish testing, code review, security scanning, and approval requirements before AI-generated changes can merge
- Agree on which AI tools may be used and establish rules for handling proprietary code, credentials, customer data, and other sensitive information
- Define repository access, branching and pull-request conventions, documentation standards, and handoff requirements
You can use messaging and the contract workroom to keep communication and project management in one place. Identity verification, payment protection, hourly tracking, and project funds add security once the contract begins.
Upwork is not affiliated with and does not sponsor or endorse any of the tools or services discussed in this article. These tools and services are provided only as potential options, and each reader and company should take the time needed to adequately analyze and determine the tools or services that would best fit their specific needs and situation.
The rates and information provided in this article are based on current data and industry sources available at the time of publication. Freelance rates can vary depending on factors such as experience, location, project scope, and market conditions. Readers are encouraged to conduct their own research to confirm current rates and trends, as this information may change over time.