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MeltPlan is building the “planning engine” for the $14 Tn construction industry, an AI system designed specifically to optimize decisions before construction begins. While design software optimizes use and aesthetics and construction software optimizes execution and control, MeltPlan is building the missing layer - software that optimizes decisions and tradeoffs upstream, before scope is locked, procurement begins, and change orders become inevitable. MeltPlan’s long-term goal is to help teams make construction “boring” by making planning more intense: surfacing constraints and tradeoffs early, aligning stakeholders before plans are frozen, and reducing the need for late-stage redlines, rework, and change orders.
MeltPlan is founded by operators who have built at scale. Kanav previously co-founded Innovaccer, a $3Bn healthtech company focused on making US healthcare more affordable and accessible. He’s now applying that systems-level thinking to construction.He’s joined by Tanmaya Kala, former Project Executive at DPR Construction, who led large commercial, healthcare, and life sciences projects. We combine deep tech scale with real construction execution.
What This Role Really is :
We are seeking a detail-oriented and technically strong AI QA Engineer to ensure the quality, reliability, and performance of Large Language Model (LLM)-based systems. In this role, you will be responsible for designing and executing test strategies, validating model outputs, and building evaluation frameworks to enhance the accuracy, safety, and overall performance of AI-driven applications.We would particularly value candidates who have hands-on experience in developing evaluation frameworks (evals) for AI systems, along with strong expertise in comprehensive system testing and quality assurance practices.You are responsible for making MeltPlan work in the real world.
What You'll Do:
- Design, develop, and execute evaluation frameworks (Evals) for Large Language Models (LLMs) and AI systems.
- Perform end-to-end system testing, regression testing, and performance testing for AI-driven applications.
- Validate model outputs for accuracy, consistency, safety, hallucination detection, and edge cases.
- Build automated test pipelines and quality benchmarks for AI systems.
- Collaborate closely with AI/ML engineers, product teams, and platform engineers to improve system reliability.
- Analyze failures, identify root causes, and provide actionable feedback to improve model behavior.
- Develop datasets, prompts, and testing scenarios to measure model performance across multiple use cases.
- Monitor production performance and continuously improve evaluation metrics and testing standards.
- Ensure compliance with responsible AI and quality assurance best practices.
What We're looking for:
- Bachelor’s degree in Computer Science, Engineering, or related field
- 5–9 years of experience in QA/testing, preferably in AI/ML or data-driven systems
- Strong experience in AI/LLM evaluation frameworks and system testing.
- Hands-on experience with automated testing methodologies and QA processes.
- Familiarity with prompt engineering, AI benchmarking, and model validation techniques.
- Experience working with Python and testing frameworks.
- Understanding of LLM behaviors, hallucinations, prompt injection risks, and AI safety concepts.
- Exposure to tools/frameworks such as OpenAI Evals, LangSmith, DeepEval, Promptfoo, or similar platforms is preferred.
- Strong analytical and debugging skills with attention to detail.
- Excellent collaboration and communication skills.
- Familiarity with Large Language Models and Generative AI concepts
- Experience with API testing tools (e.g., Postman) and automation frameworks
- Understanding of NLP concepts such as tokenization, embeddings, and text generation
- Strong analytical and problem-solving skills
- Experience testing AI/ML models or data pipelines
- Experience with prompt engineering and prompt testing
- Familiarity with cloud platforms (AWS, GCP, or Azure)
- Exposure to AI safety, bias detection, and model governance
Bonus if you have:
- Have worked in construction or on project sites
- Have startup experience
- Experience working with Generative AI or conversational AI products.
- Knowledge of CI/CD pipelines and automation workflows.
- Prior experience in performance testing and monitoring distributed systems.
- Understanding of AI product lifecycle and production deployment environments.
We’re not looking for someone who waits for clean requirements.We’re looking for someone who thrives in the mess and turns it into systems.
Why meltplan
- Massive industry, real-world impact
- High ownership from day one
- Small team, zero bureaucracy
- Competitive comp + meaningful equity
Key Roles And Responsibilities:
- Analyze requirements, functional specifications and create detailed level test cases
- Collaborate with QA Lead to implement effective strategies and test plans
- Ability to identify a set of test cases that will be a good fit for automation and scope out automation coverage for a particular project.
- Be ready to move test cases from manual to automation with pride.
- Contribute to the design and architecture of high-quality, complex systems and software environments focusing on mobile development, automation, and quality aspects
- Execute test cases scripts scenarios on schedule (Functional, Systems Integration, and Regression Testing), and open defects as needed
- Develop build test automation strategy and focus specifically on maximizing reusability for regression
- Design, build and execute automated tests.
- Identify regression testing needs and create and maintain an Automated Regression Suite
- Maintain automated scripts utilizing the existing framework, adhering to coding standards
- Create a weekly plan and weekly reports.
- Follow the Scrum process, participate in Scrum ceremonies and follow the incremental delivery model.
Qualifications:
- Educational background includes a degree (B.E/B.Tech/M.Tech) in Computer Science, Engineering, or a related field.
- Possess 8-12 years of hands-on experience in automation testing, including designing, implementing, and maintaining automated test scripts and frameworks. Demonstrated expertise in ensuring software quality and reliability through comprehensive automated testing processes.
- Capable of writing efficient, maintainable code for automation scripts, and leveraging language-specific libraries and frameworks to enhance testing capabilities.
- Experience working with Appium for mobile application automation testing. Skilled in setting up and configuring automation frameworks, ensuring seamless integration with testing processes for Android and iOS applications.
- Demonstrated ability to design and develop automation frameworks from scratch. Skilled in selecting appropriate tools and technologies, defining framework architecture, and implementing robust, scalable, and maintainable automation solutions tailored to project requirements.
- Must have experience in integrating mobile cloud platforms like Browser stack / Perfecto with automation framework
- Extensive experience in Maven for build automation, Jenkins for CI/CD, and TestNG for automated testing. Proficient in configuring and integrating these tools to streamline development workflows.
- Practical experience with Selenium WebDriver for automated testing of web applications. Skilled in writing, executing, and maintaining test scripts, ensuring cross-browser compatibility.
- Proficient in using JIRA for project management, GIT for version control, and databases for data storage and retrieval. Skilled in managing tasks, tracking progress, and performing database operations.
- Experienced in developing, testing, and deploying applications in both Android and Windows environments. Proficient in utilizing specific tools and frameworks for each platform.
- Strong understanding of API testing tools like SoapUI and Postman. Skilled in creating and executing test cases, validating responses, and ensuring API reliability, performance, and security.
- Familiarity with both android and Windows environments.
- Knowledge of API Testing tools such as SoapUI, Postman.


