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AI-first project examples

Twenty NDA-friendly examples showing how AI-first delivery supports agents, modernization, MVPs, cloud & data, and expert team extension.

Case-study note. Client names and interface details may be anonymized under NDA. Quantitative outcomes should remain published only where supporting project records or client approval are available.
AI-Powered Construction Progress Monitoring — drone view of a commercial site with zone-by-zone progress overlays
Cloud & Data

AI-Powered Construction Progress Monitoring

Construction & real estate

Drone imagery and computer vision that compare actual site progress against project plans, flag delays early, and give owners, contractors, and investors a real-time view across every site.

Impact: Replaced ad hoc site visits with weekly, evidence-based progress reporting across the whole project portfolio.

8 Apps in 8 Days for Axtiran Group — MicroLearn AI, Medicanator, Commit, SecondLook, Speech to Text, Dremiva, Scrini, Spy Game
AI-First MVP

8 Apps in 8 Days for Axtiran Group

Venture studio

Eight native iOS/Android apps built in eight one-day sprints for a venture investment group's product studio — every line of code written by AI coding agents under a senior LLM orchestration specialist.

Impact: Delivered idea-to-App-Store for 8 unrelated products in one week, with zero hand-written code.

AI Claims Intake Agent
AI Agents

AI Claims Intake Agent

Insurance operations

LLM-based intake assistant that reads emails, extracts claim data, checks policy context, and drafts structured summaries for human review.

Impact: Reduced manual triage and gave adjusters a consistent first review within minutes.

AI Support Agent for a European SaaS Platform
AI Agents

AI Support Agent for a European SaaS Platform

B2B SaaS

Production-grade support agent trained on product docs, release notes, billing rules, and historic tickets. Escalates to humans on ambiguity.

Impact: Deflected the bulk of repetitive tickets while keeping CSAT and tone under human control.

AI Document Processing for Healthcare Operations
AI Agents

AI Document Processing for Healthcare Operations

Healthcare

Secure processing of medical records, lab files, and referral forms with RAG search, schema-based extraction, and validation rules.

Impact: Accelerated document handling while keeping clinicians in control of final decisions.

RAG Knowledge Assistant for Internal Teams
AI Agents

RAG Knowledge Assistant for Internal Teams

Professional services

RAG assistant trained on contracts, SOPs, policies, and project history with citations and access control.

Impact: Cut time-to-answer for internal staff and reduced repeated questions to senior experts.

Real Estate Document Assistant
AI Agents

Real Estate Document Assistant

Real estate

LLM assistant that classifies property documents, extracts key terms, flags missing fields, and prepares short summaries.

Impact: Saved time for property managers and improved document consistency across listings.

Enterprise Workflow Automation Hub
AI Agents

Enterprise Workflow Automation Hub

Professional services

Connected CRM, email, spreadsheets, documents, and approval flows into a unified automation layer with AI-generated task summaries.

Impact: Reduced manual coordination across sales and back-office processes.

Legacy PHP Platform Modernization
Modernization

Legacy PHP Platform Modernization

B2B services

AI-assisted code mapping of a large PHP codebase, business rule extraction, API layering, and rebuild of critical modules in Laravel.

Impact: Moved the client from fragile maintenance to a phased modernization roadmap.

AI-Assisted Codebase Audit
Modernization

AI-Assisted Codebase Audit

Technology company

AI-assisted static analysis, dependency mapping, and senior architecture review to surface maintainability, performance, and security risks.

Impact: Produced a prioritized modernization backlog with cost and risk visibility.

API Layer for Legacy ERP
Modernization

API Layer for Legacy ERP

Manufacturing

Designed an API layer around an outdated ERP to support integrations with dashboards, external portals, and automation workflows.

Impact: Allowed the business to add modern tools without replacing the core ERP immediately.

AI-First MVP for a B2B Marketplace
AI-First MVP

AI-First MVP for a B2B Marketplace

Startup

AI-assisted discovery, prototype flows, and a functional MVP with onboarding, listings, messaging, and AI-assisted matching.

Impact: Moved the idea from concept to working validation build in a compressed timeline.

AI-Ready SaaS MVP for Field Teams
AI-First MVP

AI-Ready SaaS MVP for Field Teams

SaaS product

Working MVP with roles, dashboards, mobile-first flows, and AI-assisted task recommendations.

Impact: Delivered a demo-ready product for validation with early customers and investors.

Healthcare Scheduling SaaS
AI-First MVP

Healthcare Scheduling SaaS

Healthcare

Scalable scheduling and patient communication platform with admin tools, integrations, and AI-assisted message templates.

Impact: Helped the client validate a new digital service line faster.

AI-First Travel Planning App
AI-First MVP

AI-First Travel Planning App

Travel & consumer

Mobile travel planner with collaborative trip planning, interest-based itineraries, attractions catalogue, and AI-curated photo spots. AI pipeline gathers and enriches all places, photos, and metadata.

Impact: Delivered in 1 month for $70k — vs $350k and 9 months quoted by other agencies.

Cloud and Data Infrastructure for an Automation Platform
Cloud & Data

Cloud and Data Infrastructure for an Automation Platform

Automation SaaS

Cloud architecture, CI/CD, data pipelines, and observability for an AI-driven workflow automation product.

Impact: Gave the team a stable, AI-ready foundation that scales with customer volume.

Fintech Risk Monitoring Dashboard
Cloud & Data

Fintech Risk Monitoring Dashboard

Fintech

Data dashboard with alerting, rule-based risk scoring, and AI-generated analyst summaries.

Impact: Gave operations teams a faster way to spot anomalies and prepare risk updates.

Data Pipeline for Executive Analytics
Cloud & Data

Data Pipeline for Executive Analytics

Retail

Automated data pipelines, normalization logic, and dashboards with AI-generated business commentary.

Impact: Turned fragmented operational data into usable management insight.

AI-Powered Predictive Maintenance for Fighting Jets
Cloud & Data

AI-Powered Predictive Maintenance for Fighting Jets

Defense aviation

Telemetry analytics and anomaly detection for L-39 training aircraft, predicting component failures 10–20 flight hours in advance with a technician dashboard and maintenance planner.

Impact: Cut unplanned failures by 20%, reduced spare parts cost by 15%, and increased aircraft availability for training missions.

AI-First Product Team Extension
AI-First Experts

AI-First Product Team Extension

SaaS company

Embedded mature engineers trained in AI-assisted coding, testing, documentation, and LLM workflow orchestration into an existing product team.

Impact: Increased delivery throughput while keeping product ownership inside the client team.

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