Case Studies
Real outcomes from AI coding assistant rollouts. Anonymized to protect client confidentiality, but the learnings are 100% real.
Education Startup Implements AIaaS Offering for Optimizing Student Support
Challenge
Needed to build an AI-powered student support system without ML expertise in-house.
Solution
Architected AIaaS integration with proper guardrails, prompt engineering, and escalation workflows for human advisors.
3x improvement in student response times
Finance Startup Implements Privacy-Preserving AI for Identifying Options Opportunities
Challenge
Required AI-driven market analysis while maintaining strict data privacy for proprietary trading signals.
Solution
Designed privacy-preserving architecture with local inference, data anonymization pipelines, and audit trails for regulatory compliance.
Compliant AI system with zero data leakage
Supply Chain Startup Implements Linkage AI Based on Entity Embeddings
Challenge
Needed to link entities across multiple supplier databases with inconsistent naming and formatting.
Solution
Built entity embedding pipeline using transformer models, with custom similarity scoring and human-in-the-loop validation for edge cases.
85% accuracy in entity matching across disparate systems
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