Model QA Engineer (Contract role)
Sanas
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Bengaluru, Karnataka, India
Key Responsibilities:
- Conduct end-to-end evaluation of ML models through structured listening tests, regression analysis, and failure case identification
- Analyze customer call recordings to replicate issues and validate model behavior across different environments and configurations
- Participate in internal dogfooding, model AB testing, and cross-version comparisons with clear documentation of findings
- Collaborate with research teams to debug, interpret and report model output anomalies
- Curate diverse, representative datasets for recurring QA evaluations and benchmarks
- Maintain quality and consistency in evaluation documentation, ensuring traceability and reproducibility of results
- Track ongoing model performance and provide timely reports highlighting areas of improvement or risk
- Assist in QA automation efforts to streamline model evaluation workflows over time
Must have qualifications:
- 2+ years of experience in a QA, Model QA, Speech Evaluation, or ML testing role
- Familiarity with speech/audio quality concepts (e.g., fidelity, intelligibility, latency, robustness)
- Experience working with audio listening tools (Audacity, Praat) and evaluation metrics (PESQ, STOI, MOS etc.)
- Excellent communication skills and the ability to write structured, actionable feedback for technical teams
- Proven ability to identify subtle performance issues in AI model outputs
- Comfortable working with large datasets (CSV, JSON) and using tools like Excel, Google Sheets or Python for analysis
- Highly detail-oriented with a proactive and investigative mindset
Preferred qualifications:
- Background in linguistics, phonetics, audio engineering, or speech science
- Experience working in cross-functional ML product teams
- Exposure to ASR, TTS, or real-time audio systemsFamiliarity with tools like Git, Jira, Notion, or Confluence
- Understanding of ML model deployment cycles and CI/CD pipelines
- Prior experience with annotation platforms or feedback loop systems for ML models
This job is no longer accepting applications
See open jobs at Sanas.See open jobs similar to "Model QA Engineer (Contract role)" General Catalyst.