Evidence over promises

AI systems built to earn their keep.

Explore the challenges, architectures, outcomes, and operating decisions behind our applied AI work.

EDUCATION / 01

AI Tutor Platform

Personal learning support for a global digital education provider.

Challenge: Learners needed tailored guidance between live sessions, while educators needed a scalable way to support more cohorts.

Solution

A curriculum-aware tutor with Socratic guidance, practice feedback, and educator escalation.

Architecture

RAG pipeline, learning graph, LLM evaluator, teacher dashboard, and event analytics.

Results

42% improvement in course completion and a 29% lift in active learning time.

ROI

3.7x return in the first year from retention and lower support load.

E-COMMERCE / 02

AI Shopping Assistant

High-confidence product discovery for a multi-category retailer.

Challenge: Shoppers struggled to compare complex product attributes and frequently left without finding the right fit.

Solution

A conversational shopping assistant grounded in catalog, inventory, and policy data.

Architecture

Product graph, hybrid retrieval, tool-based filtering, and conversion instrumentation.

Results

31% higher average order value for assisted sessions.

ROI

4.4x return driven by conversion and reduced pre-purchase contact volume.

OPERATIONS / 03

AI Knowledge Base

A reliable answer layer for an enterprise operations team.

Challenge: Critical procedures were spread across thousands of changing documents and specialist inboxes.

Solution

A cited internal knowledge assistant with permission-aware search and feedback loops.

Architecture

Document pipeline, Qdrant vector store, access controls, source citations, and evaluations.

Results

11 hours saved per employee each week across pilot teams.

ROI

5.1x annualized return based on recovered productive capacity.

SAAS / 04

AI SaaS Product

A specialized intelligence platform taken from thesis to revenue.

Challenge: A founder had deep domain expertise but needed a credible product and secure multi-tenant foundation.

Solution

Product strategy, interface design, an agentic workflow, and a launch-ready SaaS platform.

Architecture

Azure, PostgreSQL, tenant isolation, model routing, billing, and observability.

Results

Launched a customer-ready MVP in 12 weeks.

ROI

First paid design partners signed before public launch.

SERVICE / 05

AI Customer Support

Consistent answers and smarter handoffs for a growing service organization.

Challenge: Service agents repeated the same research across channels and customers waited too long for simple answers.

Solution

An omnichannel assistant that resolves routine questions and packages context for specialists.

Architecture

Intent classifier, approved answer retrieval, CRM tools, agent handoff, and QA analytics.

Results

46% of eligible requests resolved without human intervention.

ROI

2.9x annual return through capacity release and improved response speed.

LEARNING / 06

AI Learning Platform

Adaptive professional development for a distributed workforce.

Challenge: Compliance and skills content was static, making it hard to keep employees engaged and managers informed.

Solution

Adaptive pathways, practice simulations, content generation, and manager insight tools.

Architecture

Learning records, retrieval layer, assessment agent, LMS integration, and analytics.

Results

58% faster completion of critical certification modules.

ROI

Lower external training spend and improved readiness reporting.

TALENT / 07

AI Recruitment System

Faster candidate research with human recruiters in control.

Challenge: Recruiters were losing valuable time to sourcing research, screening preparation, and repetitive candidate communication.

Solution

A recruiter copilot that researches, drafts, summarizes, and maintains auditability.

Architecture

ATS integration, structured profiles, model guardrails, review queues, and analytics.

Results

34% reduction in time-to-shortlist for priority roles.

ROI

Capacity to manage 22% more open roles without additional headcount.

AUTOMATION / 08

AI Workflow Automation

Exception handling that kept a logistics team moving.

Challenge: A high-volume workflow required people to read, classify, route, and follow up on incoming exceptions every day.

Solution

An AI-assisted workflow that triages exceptions, gathers context, and prepares action paths.

Architecture

Document extraction, agent routing, operational APIs, human approval, and monitoring.

Results

67% less manual triage time and substantially faster first response.

ROI

Payback in under six months from time savings and reduced missed exceptions.