Projects by Akash Renuka Ashok
19 AI, automation, analytics and product projects built by Akash Renuka Ashok, from the PawHealthAI production platform to agent runtimes, evaluation frameworks and document automation.
Case Studies
Design choices, working interfaces and what I learned along the way.
PawHealthAI: product design and engineering
Home-screen redesign, onboarding evolution and reusable React Native components for a pet-care product.


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03 focused studies

Redesigning PawHealthAI after launch
What users told me about version one, and the simpler app I rebuilt in response for the April 2026 redesign.
Read case studyPawHealthAI onboarding evolution
Six steps, then two plus four, then completed-page saving. The decisions, trade-offs and remaining validation.
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Clinical Quality & Safety Analytics
A decision-support dashboard that turns aged care quality, incident and experience data into governance-ready reporting.
Read case studyA closer look at the work, with the evidence and its limits.
All projects
- Evie & PawHealthAI Production AI Platform
Pet-care platform building the longitudinal care layer between vet visits, combining conversational AI, structured triage, weekly check-ins, reminders and a persistent pet record. - Clinical Quality & Safety Analytics
A Power BI decision-support dashboard that turns quality indicators, clinical incidents, SIRS notifications, consumer experience and workforce data across twelve residential aged care homes into governance-ready reporting. - Construction Data Onboarding Workbench
An internal delivery tool for construction data migration: messy customer CSV in, canonical Company, Worker and Certification entities out, with a mandatory human approval gate before anything is exported. - Transaction Monitoring Alert Triage
An AML alert triage pipeline prototype: deterministic typology rules raise alerts, a scikit-learn layer ranks them, and a mandatory analyst disposition gate records every decision. - ArkLens: Development Finance Review Assistant
A development-finance review assistant built as a working prototype for real-estate lending teams, separating deterministic calculation from AI-generated narrative. - United States Consumer Research Analysis
Analysis of a 325-response US consumer study, translated into product, positioning and go-to-market direction. - Production Instrumentation & Activation Audit
A diagnostic review of a live product's measurement layer that reversed the team's roadmap priorities. - Evie v3 Knowledge & Retrieval Architecture
A phased plan and audit that replaces hardcoded AI knowledge and single-purpose retrieval with governed, reviewable infrastructure. - Azure Agent Runtime & Evaluation Platform
A prototype modular runtime for orchestrating tool-enabled AI agents with controlled context, execution tracing, evaluation and API integration. - AI Financial Auditor & Cost Control Tool
AI-powered prototype for analyzing financial transactions and invoices to detect anomalies and improve spending control. - Daily Operations Briefing Tool
Prototype operational intelligence system that converts raw booking and staffing data into structured daily briefings for non-technical business users. - AI Content Workflow Assistant
A prototype workflow assistant for content and media teams that automates summaries, briefs and reporting while preserving editorial review. - n8n Program Operations Dashboard
A prototype automation workflow that ingests operational data and APIs, converts messy inputs into structured outputs and triggers internal follow-up. - UiPath Invoice Approval Workflow
An invoice-processing workflow that watches a Google Drive folder, extracts invoice fields and routes documents through automated or human-reviewed decisions. - Enterprise AI Evaluation Framework
A prototype evaluation harness for generative AI systems focused on repeatability, failure analysis and regression prevention. - Internal AI Operations Workspace
An internal workspace used to organise product decisions, requirements, user feedback, technical context, tasks and AI-assisted workflows. - Guidly: AI Homework Feedback System
A privacy-conscious, open-source educational feedback system designed to identify misconceptions and support formative learning rather than a binary grade. - Autonomous Driving with PID Control
A control-system project in which a simulated vehicle followed cones, maintained a lane, performed lane changes and navigated increasingly complex roads. - AI Failure Casebook for Postgraduate Teaching
A curated collection of real AI failure examples intended to help students understand uncertainty, bias, overconfidence and responsible deployment.
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