Ambition Innovation Creativity

Where art meets intelligence

Building human-amplified digital ecosystems.

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Track record

Past luxury hospitality; live financial membership

  • Past hospitality
  • Live finance

Real integrations

  • SevenRooms
  • SMS Host
  • Selfbook
  • TrackMyShuttle
  • ASSA ABLOY (exploration)

Labs kickoff

1 day

Blueprint workshop and prototype access

Philosophy

We design intelligence with soul

Technology should expand awareness, not replace it.

For us, intelligence is amplified humanity: systems that simplify action, heighten creativity, and deepen connection.

Every line of code is written with consciousness of its effect on people, teams, and the planet.

Intelligence by design

We treat every workflow like a product, pairing narrative storytelling with measurable automation.

Operational rigor

Regulated industries trust our guardrails, observability, and ops readiness baked into every release.

Human resonance

Interfaces feel cinematic yet familiar, giving teams confidence in every AI co-pilot interaction.

Technology should do more than automate; it should amplify human potential, inspire creativity, and unlock possibilities we never imagined.Malek Ould-Oulhadj

Signature Systems

Production systems, built with care

We design and deploy native iOS/Android applications, AWS-backed data pipelines, and secure APIs that integrate real platforms and real operations. Hospitality and finance trust us for systems that are elegant, reliable, and measurable.

AI Search & Discovery

AI Search Optimization & Semantic Discovery

We design and implement advanced semantic search systems that understand user intent, not just keywords. Using neural embeddings, vector similarity, and intelligent ranking algorithms, we make your content discoverable by both humans and AI assistants through machine-readable knowledge graphs and AI-native interfaces.

  • Neural Embeddings
  • Vector Search
  • Semantic Search
  • Model Context Protocol
  • OpenAPI
  • JSON-LD & Schema.org
  • Next.js
  • TypeScript

Delivery Capability

Mobile & Backend Ecosystems

We design and build native iOS and Android applications backed by AWS cloud infrastructure. We have delivered data syncs from operational platforms into AWS databases, translating them into secure APIs that powered guest apps and staff dashboards, including a luxury hospitality mobile ecosystem.

  • iOS (Swift)
  • Android (Kotlin)
  • AWS (Lambda, DynamoDB, API Gateway)
  • Data sync (ETL)
  • GraphQL / REST APIs
  • SevenRooms
  • Springer-Miller (SMS Host)
  • TrackMyShuttle
  • Selfbook
  • ASSA ABLOY Visionline (exploration)
  • Staff dashboard

Cloud Engineering

Cloud-Native Architecture

Architect scalable, resilient cloud infrastructures on Google Cloud Platform and AWS. Serverless functions, managed databases, API gateways, and containerized workloads designed for performance, security, and cost efficiency.

  • Google Cloud (Cloud Run, BigQuery, Firestore)
  • AWS (Lambda, Strands, DynamoDB, API Gateway)
  • Terraform
  • Docker
  • Kubernetes

AI Integration

AI Integration Services

Integrate AI capabilities into your existing systems and websites. We build semantic search with neural embeddings, conversational chatbots, and agentic AI workflows that enhance user experience and automate intelligent interactions across your digital platforms.

  • Neural Embeddings
  • Vector Search
  • Semantic Search
  • AI Chatbots
  • Agentic AI
  • REST APIs
  • Webhooks
  • Model Context Protocol

Industry Solutions

Hospitality Integration

Connect luxury hospitality systems with leading platforms such as Springer-Miller (SMS Host) and TrackMyShuttle to orchestrate seamless guest experiences while keeping full control of brand narrative and operations.

  • Springer-Miller (SMS Host)
  • TrackMyShuttle
  • REST APIs
  • Secure integrations
  • Real-time data sync

Engage with AIC

Let's architect your agentic system

Share your ambitions. We respond within one business day with next steps for blueprints, prototypes, or production engagements.

Direct Contact

Address945 Concord St, Framingham, MA 01701, United States

Stay close to our work. Follow us on LinkedIn for thoughtful intelligence, Instagram for the creative process, and WhatsApp for real-time conversations with the engineers shaping your systems.

AIC Labs

A playground for experimental intelligence

Labs is where we prototype agentic patterns, AI search optimization, and human-augmented intelligence experiences. Work here is R&D: exploratory, measurable, and designed with human oversight. The best ideas become blueprints for production.

Visit AIC Labs to explore our ongoing experiments in agentic systems, multi-agent orchestration, and ChatGPT Apps prototypes that inform our production work.

Agentic AI Systems

Agentic workflows designed with human oversight. We combine planning, tool use, and memory with measurable guardrails for dependable multi-step execution.

Technologies: Google ADK | AWS Strands | Model Context Protocol | OpenAPI | Custom Orchestration

AI Search Optimization & Semantic Discovery

Advanced search systems that understand user intent through semantic embeddings, vector similarity, and intelligent ranking. We build AI-discoverable knowledge graphs with voice-enabled search that make your content accessible to both humans and AI assistants.

Technologies: Neural Embeddings | Vector Search | Audio Transcription | Voice Activity Detection | Model Context Protocol | OpenAPI | JSON-LD & Schema.org | Next.js API Routes

Knowledge Graph

Discoverable by AI and search

We publish a machine-readable knowledge graph of our work, including structured data, OpenAPI specs, Model Context Protocol, and AI Plugin manifests, so AI agents and search engines can understand our capabilities and act deterministically.

Knowledge graph

Every service, capability, and CTA is mapped to structured data for SEO and AI assistants.

  • JSON-LD service graph
  • Breadcrumb + WebSite entities
  • Continuous sitemap publishing

AI-native interfaces

We publish OpenAPI specs, AI Context files, Model Context Protocol manifests, and AI Plugin configs.

  • /.well-known/ai-plugin.json
  • /ai-context.json
  • /openapi.yaml
  • /mcp-manifest.json

Deterministic entry points

Labs stories and contact actions give assistants direct hooks into our capabilities.

  • Contact POST endpoint documented
  • Search API with voice transcription
  • Labs knowledge base snippets

AIC Blog

Latest dispatches

Signals for AI assistants and human teams exploring how to orchestrate intelligence responsibly. Read more insights on the AIC Blog.

Approach

Our Process

Structured to ship reliably while leaving room for invention. Our approach is informed by continuous experimentation in AIC Labs, where we prototype and validate patterns before production.

1

Discovery & Blueprint

2

Architecture & Integration

3

Development & Testing

4

Launch & Support

5

Continuous Evolution

Next Step

Ready to orchestrate intelligence?

Whether you're building AI search optimization for your platform, reimagining fintech workflows with agentic AI, or creating semantic discovery systems, we'll meet you where you are and move quickly toward measurable outcomes with AI as your companion. Explore our thinking on the blog or see what we're prototyping in Labs.