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Designed a complete manual process with rules and quality checks for turning lectures into structured notes. Trained non-technical team to execute it. Then built an AI pipeline on top. Target: 16 hours → 2 hours per lesson. Using local, low-cost AI models with human review. Multi-language and audio versions on the roadmap.
Education / Social Impact
Early 2025 (manual) → Early 2026 (AI development)
Workflow Automation · AI Development · Process Design · Training
1-2 hour lectures needed to be turned into extensive, structured notes with specific format, structure, and tonality. Manual process took 10-16 hours per lesson.
Phase 1: Manual process with rules, training, human review. Phase 2: AI pipeline using low-cost local models with human quality gate.
Target: 16 hours → 2 hours per lesson. Same quality. Transformative cost structure. Multi-language and audio expansion planned.
“Ashray asks the right questions which help the client ideate and give an exact description of what they need, and also helps the team understand the vision and deliver it in the best way possible.”
Jino J Ampakkadu
Investment Promotion, Govt of Tamil Nadu | Verified on LinkedIn
“Ashray is an extraordinary leader and educator with an unparalleled ability to simplify complex concepts and make them accessible. His mentorship extended beyond technical training — he instilled a sense of discipline, curiosity, and problem-solving.”
Othniel Abbot
Web & Software Developer | Verified on LinkedIn
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