AI Experimentation Lab

Prototyping the Future of L&D

AI Experimentation Lab

Prototyping the Future of L&D

This is where I test, build, and share what comes next.

Every experiment started with a real problem — a workflow too slow, a knowledge system that didn’t scale, a metric that couldn’t be measured automatically. I prototype solutions, validate them, and bring the best into production.

Workflow Redesign · Maple Learning Solutions
End-to-End AI-Optimised LXD Cycle
Redesigned the full instructional design and development workflow using Generative AI — from needs analysis and storyboarding through to asset generation and SME review. Reduced content production turnaround by approximately 40% while maintaining pedagogical quality.
ChatGPTClaude AIGammaCanva AISynthesia
Confidential Engagement
Workflow Redesign · AI Learning Lab
Automated LTEM & ROI Dashboard Pipeline
Developed a prototype connecting Performance Metric Entities with live business KPI data streams to automate LTEM and ROI calculations, delivering executive-ready dashboards in real time.
n8nNotion AIAWS QuickSightPerplexity AI
Request Demo → aparnam.sai@gmail.com
Workflow Redesign · The Bradbury Group
ClickUp CRM Automation for L&D Operations
Architected and built end-to-end team workflow automations within ClickUp CRM covering project intake, resource allocation, delivery tracking, and milestone notifications — each critically evaluated for ROI before implementation.
ClickUpn8nLovable
Proprietary Implementation
Active Experiment · AI Learning Lab
Autonomous Learning Experience & Knowledge Intelligence
Exploring the design of intelligent knowledge systems that connect back-end knowledge management architecture with front-end learning impact measurement — with the longer-term vision of enabling autonomous, self-adjusting learning experiences. We are still experimenting and evolving in this space.
Notion AIPerplexity AIKnowledge ArchitectureLTEM
Discuss via Email → aparnam.sai@gmail.com
Low-Code Web App · Lovable + n8n
L&D Operations Intake & Routing App
A lightweight web application using Lovable (front end) and n8n (automation logic) allowing stakeholders to submit L&D project requests that are automatically triaged, assigned, and logged into the project management system.
Lovablen8nClickUp API
Email to see this build → aparnam.sai@gmail.com
AI Media Pipeline · AI Learning Lab
AI Video & Asset Generation Pipeline
Content pipeline using Synthesia (AI video), ElevenLabs (voiceover), Adobe Firefly (visuals), and Gamma (slides), reducing a standard eLearning module build from 3 weeks to 4–5 days.
SynthesiaElevenLabsAdobe FireflyGammaCanva AI
Email to collaborate → aparnam.sai@gmail.com
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Future World Alliance
Speaker · futureworldalliance.org

Delivered “Reinventing Learning — From Workflows to Autonomous Coaching Agents” — exploring how AI is transforming learning design from static workflows into intelligent, autonomous systems that coach and adapt in real time.

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Microsoft AI Learning Session Series
Featured Speaker

Presented “Design Unleashed: How AI is Supercharging Content Creation & Learning Impact!” — sharing applied insights on leveraging Generative AI tools to accelerate content production and amplify measurable learning outcomes at scale.

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LXD Guild Podcast
The LXD Confidence Code: Ideate, Innovate, and Impact

Shared my journey through Learning Experience Design — building confidence as a designer, navigating industry shifts, integrating AI, and driving real business impact.

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Asian Women Advancing in AI (AWAAI)
Chapter Lead · Speaker · Community Contributor

As Chapter Lead, I share applied insights on AI adoption in learning ecosystems and facilitate peer learning for women practitioners advancing in the AI space.

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ATD Austin Chapter
Member · Practitioner Contributor

Active contributor to L&D events and practitioner discussions focusing on AI-enabled learning design, workflow automation, and the evolving instructional designer role.

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Microsoft AI Learning Community
Distinguished Learner & Teaching Assistant (Beta)

Selected as a Distinguished Learner and TA in Microsoft’s AI Learning Community Beta, supporting peers in applying AI tools within professional and learning contexts.