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Elliot Margot

© 2026 Elliot Margot. Microsoft AI Specialist & Power Platform Solutions Architect.

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Projects & Articles

Projects & Articles

A collection of key projects and thought leadership pieces demonstrating practical applications of AI and automation strategy across the Microsoft ecosystem.

  1. Projects

Flagship Projects

A selection of agents I've designed and shipped. Some are public references (Microsoft Customer Stories, PnP recognition). Others are anonymized case studies from enterprise engagements under NDA. All are real production work, not demos.

01 of 12
Open as a page

Portfolio

What I have built

50+ agents in production across 14 clients, a deliverable factory exposed as an MCP server, and the governance to keep them honest. One project per slide: what it is, who uses it, what it does, and one number that proves it.

50+
agents in production
14
active clients
20+
sectors

Microsoft MVP, M365 Copilot and Copilot Studio · Lausanne

10 projects, one slide each. Click a diagram to jump to it.

International scientific research programmeClient anonymised

11 Copilot Studio agents over a multi-terabyte document estate

Engineers and business users ask one Teams entry point. An orchestrator routes each question to the specialist agent and the retrieval mode that fits it, so the user never has to know which one.

11agents in production in Teams
  • Semantic search over technical documentation, Graph RAG over SharePoint, text-to-SQL over the data warehouse
  • A 9-agent procurement chain from request to payment, with multi-step approvals and cost forecasting
  • 2 to 4 hours saved per user per day, as reported by the client
See the project page
Architecture: user surface, orchestration, knowledge and data, governanceClick the diagram to enlarge

Delivery tooling, built at WitivioOwn build

A deliverable factory exposed as an MCP server

Consultants and Copilot agents call the same 178 tools to compose client decks, contract documents and architecture diagrams. The delivery method is encoded as guardrails in the tool, so a junior ships senior work.

178MCP tools, counted from the compiled registry
  • 36,848 lines of TypeScript, 364 test assertions, all green in continuous integration
  • Finalisation is blocked on a broken brand rule or an internal slide left in a client deck
  • The local RAG refuses to run off loopback: a check in code, not a promise in a charter
See the project page
Architecture: clients, transport, 178 tools, outputs, continuous integrationClick the diagram to enlarge

Pre-sales, in production at WitivioOwn build

A chain of agents that qualifies AI use cases before anyone builds them

An employee describes an idea in Teams. 7 specialist agents dig into it, a separate qualifier scores it out of 25 and drafts the report in the requester's own mailbox. It has the authority to say no.

15/25qualification threshold across 5 dimensions
  • 5 rejection filters no score can override, each with 2 concrete reframes
  • The report is drafted from the requester's mailbox, never a service identity, and a human sends it
  • Featured by Microsoft as System Prompt of the Week
See the project page
The chain: intake, interview, filters, scoring, output, governanceClick the diagram to enlarge

Governance, public repositoryPublic

AgentLens: an agent that audits a tenant's agents

It reads Azure Resource Graph, Microsoft Graph, Dataverse and Cost Management, read-only, and answers inside Microsoft 365 Copilot: who owns what, which environments are open to everyone, and what the estate costs.

4,000+agents found in one tenant, nobody knew what they were
  • 5 tools: inventory, DLP posture, value and cost, consolidation, estate map
  • One read-only service principal, Bicep, Azure Container Apps, GitHub Actions and Vitest
  • Zero and unknown are different answers: it never invents a number
See the project page
Architecture: Copilot and MCP in, 5 read-only tools, 4 sources, one service principalClick the diagram to enlarge

Global energy group, 120+ countriesClient anonymised

An agent that runs tenders under EUR 50k end to end, inside Teams

A buyer describes the need, budget and scope in chat. The agent drafts the statement of work and pricing grid as real Word and Excel files, opens a Teams channel per tender as the audit trail, and routes the approval.

10%savings reported on targeted purchases, pilot phase
  • One orchestrator and 5 agents specialised by purchasing segment: a single generalist answered badly
  • 4 months from framing to V1 in production, France first, designed for 15,000+ employees
  • Audited by Microsoft engineers and published by Microsoft as a customer story
See the project page
Architecture: Teams in, one orchestrator, 5 segment agents, one workflowClick the diagram to enlarge

International insurerClient anonymised

IT support rebuilt around one Teams app and one agent

Employees open tickets, browse the service catalogue and talk to the agent in a single Teams app. When direct access to the ticketing system was refused on security grounds, version two read through read-only endpoints over the data lake instead.

1.5months from framing to a deployed MVP, signed off without reservation
  • 26 support providers consolidated behind one front door
  • 9,740 SharePoint pages indexed into the unified knowledge base
  • Retested on every Microsoft release, with a KPI dashboard and history in version two
See the project page
Architecture: Teams app, agent, knowledge base, the pivot to the data lakeClick the diagram to enlarge

International food and agriculture groupClient anonymised

R&D knowledge in 6 languages, 6 single-language agents

Research experts ask in their own language. A router sends the question to the agent built for that language, so instructions stay short, the knowledge base stays clean, and no answer drifts into English halfway through.

6languages covered by one industrialised solution
  • Migrated from Azure AI Foundry to Copilot Studio, then industrialised with retries, caching and history
  • Silent single sign-on with a per-user token, no shared secret in the web client
  • Off the premium model tier, cost per interaction down
See the project page
Architecture: language router, 6 agents, one front endClick the diagram to enlarge

Demo, replayable at any clientOwn build

A procurement agent that checks the request against policy first

4 Copilot Studio agents qualify a purchase request against a written policy, reject what fails it with 2 reframes so a no is still a lead, and score the supplier responses. It ships with its own synthetic data.

128 → 16MCP tool surface, under the platform ceiling
  • Instructions do not restrict an agent; the capability has to be cut, so the tool surface was
  • Qualifies, rejects and scores against the policy document, not a hidden prompt
  • Replayable anywhere: synthetic suppliers, requests and responses come with it
See the project page
Architecture: Teams in, orchestrator, 3 specialists, the policy as groundClick the diagram to enlarge

Full application, own buildOwn build

Growth Engine: one backend, two surfaces

Goals, activities, news feeds and LinkedIn publishing in one React app on a Python backend. The same backend is exposed as an MCP server, so an agent and a person work from one source of truth with nothing to keep in sync.

101green tests, executed rather than quoted
  • 49 endpoints across 18 routers, React front end, Python backend
  • Local model inference by default, cloud fallback case by case
  • LinkedIn's terms are quoted in the config next to the code they constrain, and publishing needs a human action
See the project page
Architecture: two surfaces, one Python API, local inference firstClick the diagram to enlarge

Picked up by MicrosoftPublic

Prompt Architect: an agent that writes prompts in 4 steps

Understand, draft, refine, ship. It asks at most one clarifying question, then produces a persona, instructions and an output specification. Microsoft PnP featured it as Prompt of the Week.

27curated Microsoft 365 prompts shipped with it
  • Bilingual, packaged, reusable at a client in half a day
  • One of 8 declarative agent packs ready to load into Microsoft 365 Copilot
  • Open on GitHub, with the prompt library alongside the agent
See the project page
The 4-step workflow: understand, draft, refine, shipClick the diagram to enlarge

Next step

Everything here is verifiable.

If you dispute a figure, I will show you where it comes from. A half-day workshop on a real use case of your choosing is the fastest way to see how I work.

All projectsWrite to me

Elliot Margot · Microsoft MVP · e-margot.ch

Arrows or space to move. F for fullscreen.Every figure comes from code or a test suite that was actually run, or is marked as reported by the client.

AI Playground

Interactive experiments, games, and creative demos.

A hooded silhouette stands at the center of a floating, dark geometric platform. Swirling, luminous cyan light trails and vertical digital data streams surround the figure against a backdrop of dark, moody clouds and floating monolithic shards. The palette is dominated by deep navy, charcoal, and electric blue. Textures range from the matte fabric of the cloak to the sharp, glowing edges of digital artifacts and the soft, hazy atmosphere of the sky.

Interactive AI Demos

Sovereign Mind: The Anthem of the Architect

An AI-generated cinematic hip-hop track detailing the life of an AI Architect. Includes a breakdown of the prompt engineering used to achieve the specific sound.

Explore System
Orchestrator Shanty Cover lnb1au

Interactive AI Demos

Orchestrator's Shanty

A multilingual AI-generated sea shanty about navigating the vast ocean of artificial intelligence, featuring English, German, and French lyrics.

Explore System
A high-energy, 3D digital illustration featuring a glowing, code-textured character running through a vibrant blocky world. Behind it, colorful wireframe monsters chase with floating error message bubbles like "Giggle Failed" and "Silly Mode On." The scene is filled with dynamic motion blurs, rainbow trails, and playful glitch aesthetics, perfect for gamified or tech-focused web interfaces.

Interactive AI Demos

AI Reflex Rush: Real-Time AI Gaming

A high-speed runner game that benchmarks instant binary decision-making by a multimodal LLM. Optimized for sub-second latency, the same pattern I use to evaluate model responsiveness for Azure-deployed agents.

Explore System
A high-tech composite graphic illustrating an AI-driven design workflow. On the left, a bright whiteboard interface shows a hand-drawn website wireframe with sketched boxes and buttons. A brilliant, glowing arc of blue and purple electricity connects this sketch to the right side, which features a dark-themed code editor filled with colorful HTML/CSS syntax and a sleek, rendered UI preview. Centered in bold, white sans-serif typography is the title "SMART CANVAS" above a smaller subtitle. The background is a deep charcoal grey, accented by React, Tailwind, and Gemini logos in the bottom right.

Interactive AI Demos

Smart Canvas: Wireframe to Code

Draw your idea, and watch a multimodal LLM build it. A real-time demo converting hand-drawn wireframes into production-ready React/Tailwind code, the same vision-to-code pattern that powers GitHub Copilot Workspace.

Explore System
A futuristic UI dashboard on a dark purple gradient background. Three translucent panels show a human silhouette with voice icons, a mood meter with a rising salary graph ($150,000), and a computer monitor displaying a glowing neon-blue robotic head named MARCUS. The design uses vibrant cyan and green accents against deep indigo shadows, creating a high-tech, professional AI training aesthetic.

Interactive AI Demos

Negotiation Simulator: AI Roleplay

A real-time voice-enabled salary negotiation simulation where an AI hiring manager with a dynamic mood reacts to your arguments.

Explore System

Project archive

Earlier work, playground experiments, and open-source contributions.

portfolio/flagship-rfp-agent-buyercompanion

Intelligent Automation

BuyerCompanion: RFP Response Agent for a Global Energy Group

Audited by Microsoft. Validated by a Microsoft professional. Published as an official Microsoft Customer Story.

TIMELINE

Concept to production in 6 months

TECH STACK

Learn More
portfolio/flagship-prompt-architect

Thought Leadership & Playbooks

Prompt Architect

Featured by Microsoft PnP as Prompt of the Week.

TIMELINE

Published 2 March 2026, selected Prompt of the Week 8 May 2026

TECH STACK

Learn More
portfolio/flagship-multilingual-sales-agent

Enterprise Intelligence

Multilingual R&D Knowledge Assistant

6 language agents behind a custom Teams web app, sharing 5 R&D knowledge bases. Persistent history, retry, caching, PDF export, structured feedback.

TIMELINE

v1 in production, continuous iteration

TECH STACK

Learn More
portfolio/flagship-audit-report-generator-agent

Intelligent Automation

Audit Report Generator Agent

Killed manual double-entry: PPTX closing meeting deck in, formal DOCX audit report out.

TIMELINE

Architecture + production rollout, 2025-2026

TECH STACK

Learn More
portfolio/flagship-it-self-service-agent

Intelligent Automation

IT Self-Service Agent

L1 helpdesk in Teams: password resets and adjacent one-click actions via ServiceNow + existing RPA. Targeting meaningful L1 ticket deflection.

TIMELINE

Production rollout, 2026

TECH STACK

Learn More
portfolio/flagship-workiq-agent-fleet

Enterprise Intelligence

WorkIQ: a 5-Agent M365 Operations Fleet

5 Copilot Studio bots and an MCP bridge that run my day. Dogfooded.

TIMELINE

Production since early 2026, in continuous use

TECH STACK

Learn More
11 Agents Over a Multi-Terabyte Document Estate

Enterprise Intelligence

11 Agents Over a Multi-Terabyte Document Estate

2 to 4 hours saved per user per day, reported by the client.

TIMELINE

V1 in 2 to 3 months, then extension

TECH STACK

Learn More
A Deliverable Factory, Exposed as an MCP Server

Intelligent Automation

A Deliverable Factory, Exposed as an MCP Server

178 MCP tools, 364 test assertions, in daily production on client engagements.

TIMELINE

In daily production since 2025, continuously extended

TECH STACK

Learn More
A futuristic digital illustration featuring a central dark blue orb representing the core of a software ecosystem. Glowing blue and green neural-like pathways radiate from the center, connecting to various Microsoft product icons like Teams, Outlook, and Excel arranged in a circular pattern. The text Power Automate and Copilot Studio anchors the central hub, symbolizing a unified, intelligent workflow automation environment.

Intelligent Automation

Image Intelligence Pipeline (Cloudinary Asset Describer)

Automated multimodal AI workflow that tagged 200+ historic assets for under 1 CHF in 30 minutes. The same architecture maps directly onto Azure Computer Vision + Azure Blob Storage for enterprise deployments.

TIMELINE

30 Minutes

TECH STACK

Learn More
A detailed isometric 3D illustration of a futuristic 'Rust Multi-Agent Marketing Console'. A glowing orange hexagonal core with the Rust logo sits centrally on a neon-lit platform. Four digital agents—three humans in suits and one robot—interact with floating holographic screens showing data charts. The background is a dark navy grid space filled with complex data visualizations and cyan light trails. High-contrast lighting from the orange core and blue holograms creates a sophisticated, high-tech atmosphere.

Intelligent Automation

Rust Multi-Agent Marketing Console

A high-performance, type-safe implementation of an iterative creative workflow. Built with Rust and the Leptos framework, compiled to WebAssembly. The agentic orchestration pattern mirrors what I deploy in Microsoft Copilot Studio for production engagements.

TIMELINE

3 Weeks

TECH STACK

Learn More
A professional infographic titled "TRUSTWORTHY AI CYCLE" set against a dark slate blue background. It features concentric circular rings: a central dark blue core for "ETHICS FRAMEWORK", an inner blue "TECHNICAL CYCLE" (Robustness & Accuracy) with four quadrants for data quality, model development, testing, and monitoring, and an outer light green "SOCIAL CYCLE" (Fairness & Accountability) covering explainability, oversight, legal compliance, and transparency. The design uses clean white sans-serif text and minimalist line icons.

AI Strategy & Ethics

Trustworthy AI Cycle: Operationalizing Ethics

A structured framework for mitigating AI risks through a cyclical process of ethics, technical robustness, and social accountability.

Learn More
A high-tech digital visualization featuring floating glass panels with logos for Gemini, Anthropic (spelled Antropic), and Microsoft. The scene is set in a dark blue, glowing digital environment resembling a motherboard or a futuristic city. Network nodes and data streams connect the various elements, creating a sense of a complex, interconnected AI infrastructure. The lighting is cool and neon-inspired, emphasizing a modern, cutting-edge technological theme with a shallow depth of field.

Web & App Development

Case Study: The Making of This Website

A deep dive into the architecture, technology, and development process behind this portfolio, built with React, TypeScript, and an AI-pair-programming workflow centered on Microsoft Copilot in VS Code, GitHub Copilot, and Claude Code.

TIMELINE

Ongoing

TECH STACK

Learn More
A professional woman with short brown hair and glasses, wearing a dark teal blazer, interacts with a large digital touchscreen. She is smiling while pointing at a complex flow diagram or software interface, suggesting ease of use and innovation. The setting is a bright, modern office with clean lines and a professional atmosphere, highlighting the seamless integration of human expertise and advanced technology.

Enterprise Intelligence

Project ElliotBot: The AI Co-Pilot for This Website

A deep dive into the design, architecture, and security measures of the AI assistant guiding you through this portfolio.

Learn More
A hooded silhouette stands at the center of a floating, dark geometric platform. Swirling, luminous cyan light trails and vertical digital data streams surround the figure against a backdrop of dark, moody clouds and floating monolithic shards. The palette is dominated by deep navy, charcoal, and electric blue. Textures range from the matte fabric of the cloak to the sharp, glowing edges of digital artifacts and the soft, hazy atmosphere of the sky.

Interactive AI Demos

Sovereign Mind: The Anthem of the Architect

An AI-generated cinematic hip-hop track detailing the life of an AI Architect. Includes a breakdown of the prompt engineering used to achieve the specific sound.

Learn More
Orchestrator Shanty Cover lnb1au

Interactive AI Demos

Orchestrator's Shanty

A multilingual AI-generated sea shanty about navigating the vast ocean of artificial intelligence, featuring English, German, and French lyrics.

Learn More
A stunning visual representation of artificial intelligence as a biological entity. The central mass is a dense cluster of translucent, crystalline structures and sharp, glass-like spikes. Thin, wiry tendrils extend outward in all directions, punctuated by glowing amber nodes that simulate data transmission or neural firing. The high-contrast lighting against a deep black background creates a sense of depth and mystery.

Enterprise Intelligence

Architectural Deep Dive: Foundation Model Internals

An investigation into the foundational system components and linguistic architectures required for ground-up model development.

TIMELINE

Architectural Analysis

TECH STACK

Learn More
A professional setting showing a user working across a laptop and tablet. The laptop displays a visual automation flow, while the tablet shows an AI assistant interface. A glowing blue line connects the two, illustrating the synergy between logic-based workflows and generative AI. The image captures a clean, modern tech environment, emphasizing innovation, productivity, and the future of digital collaboration through integrated software ecosystems.

Web & App Development

Joya Landry's AI-Crafted Portfolio

A sophisticated and elegant web portfolio for Miss Suisse Francophone 2024, developed through a unique, iterative AI-pair-programming collaboration.

Learn More
A high-tech visualization of a smartphone displaying a sophisticated note-taking application integrated with an AI assistant. A luminous, blue holographic brain with AI text floats above the screen, symbolizing advanced intelligence. The UI includes sections for notes, bolded text, and a prominent AI Assistant button. Stylized digital circuit lines and a microphone icon frame the device on a deep blue background, conveying a futuristic, innovative tech atmosphere.

Web & App Development

NoteTaker AI: Intelligent Note-Taking & Knowledge Management

A privacy-first, offline-capable, intelligent workspace that uses generative AI to transcribe, summarize, and organize your notes.

Learn MoreSource
Mermaid Pro: AI Diagram Generation

Intelligent Automation

Mermaid Pro: AI Diagram Generation

A chat-based application that transforms natural language into various diagrams, including flowcharts, sequence diagrams, and more, using Mermaid syntax.

TIMELINE

10 hours, ongoing

TECH STACK

Learn More
This abstract image features a dense collection of soft-edged, circular bokeh lights in varying shades of cool blue, crisp white, and subtle lavender. The overlapping circles create a sense of depth and luminosity against a deep, dark blue-black background. The texture is smooth and ethereal, suggesting a digital or futuristic atmosphere, perfect for tech-oriented backgrounds or data visualization themes.

Web & App Development

Component Library Showcase

A live demonstration of new, reusable components added to the website's dynamic page builder, including new hero styles and interactive cards.

Learn More
This vibrant cartoon illustration depicts a collaborative IT helpdesk environment where humans and AI work in harmony. Two friendly male characters interact with two small, round, white robots labeled Gemini and Copilot. The robots feature expressive digital eyes and blue accents. One robot holds an ALL FIXED! sign while a glowing green checkmark appears above the other, symbolizing successful problem resolution. The bright, sunlit office setting includes lush green plants and a computer monitor, creating a positive, tech-forward atmosphere.

Intelligent Automation

Project Deskmate: AI Helpdesk Agent

A proof-of-concept for a Generative AI agent that diagnoses user issues and creates detailed tickets in ServiceNow.

Learn MoreSource
A professional woman with a headset smiles while working at a computer displaying an 'AI Copilot' interface. The scene depicts a modern, bright office setting where human intelligence meets advanced AI chat technology. The interface shows a robot avatar and text bubbles, emphasizing seamless digital collaboration and efficient customer support.

Thought Leadership & Playbooks

The Ultimate AI Assistant Playbook

A strategic framework for designing and building effective AI assistants, from simple FAQ bots to proactive, enterprise-grade co-pilots.

Learn More
This vector illustration features a purple monochromatic palette showcasing an AI-driven onboarding experience. A central application window titled 'Onboarding' displays a friendly robot labeled 'AI' conversing with a professional man. The background is filled with conceptual icons like a CV, a signed document, and user avatars, all interconnected by digital circuitry lines, symbolizing a streamlined and automated HR recruitment and integration process.

Thought Leadership & Playbooks

Playbook: The AI Onboarding Assistant

A deep-dive, step-by-step guide on building an enterprise-grade onboarding solution using Copilot Studio and Power Automate.

Learn More
This hyper-realistic digital illustration features a futuristic glass tablet interface being manipulated by human hands. Glowing blue and white light emanates from a central AI core, surrounded by complex data visualizations, histograms, and neural network nodes. Visible text includes 'CREATIVE' and 'PROMPT,' symbolizing the intersection of human input and machine intelligence in the design process.

AI Strategy & Ethics

AI Ethics Strategy for Insurance

A strategic project analyzing the ethical implications of AI in insurance, delivering a roadmap for fair and unbiased automation in claims processing and underwriting using responsible AI principles.

Learn More
A charming 3D rendered robot mascot featuring a bright red head, glowing cyan eyes, and a sleek white and red body. The character is posed with its hands up in a friendly, welcoming gesture against a minimalist dark gray background. At the bottom, the motivational text "LET'S IGNITE THE SPARK" is displayed in a clean white font, making it an ideal visual for AI hackathons or tech-focused landing pages.

Enterprise Intelligence

AI Hackathon: Award-Winning Insurance Assistant

A 2nd place proof-of-concept from an industry AI hackathon for a Generative AI assistant designed to help insurance agents find complex policy information instantly. The same RAG architecture pattern is what I deploy on Azure AI Search + Azure OpenAI for production engagements.

Learn More
A complex abstract network diagram featuring a central teal node acting as a hub. Numerous lines radiate from this center, connecting to dense clusters of red and green nodes on the right and a sprawling, multi-colored network on the left. Faded grey nodes and thin lines form a background layer, suggesting depth and scale. The aesthetic is clean, modern, and data-driven, perfect for representing connectivity, AI, or complex systems.

Intelligent Automation

AI-Powered Document Summarizer

A tool using Generative AI to summarize long technical documents, reports, and articles, showcasing advanced NLP capabilities.

Learn More
A friendly white robot with glowing blue eyes conducts a whimsical assembly line of small, expressive blue orbs. These orbs traverse a complex system of slides, trampolines, and stairs labeled HARD INFORMATION within a sunlit, detailed workshop. The scene blends high-tech AI concepts with a playful, Rube Goldberg-style mechanical aesthetic, featuring warm lighting and intricate laboratory details.

Intelligent Automation

Automated Customer Feedback Analysis

A system using Azure AI Language to analyze sentiment, extract key topics, and categorize customer feedback from various channels.

Learn More
A high-energy, 3D digital illustration featuring a glowing, code-textured character running through a vibrant blocky world. Behind it, colorful wireframe monsters chase with floating error message bubbles like "Giggle Failed" and "Silly Mode On." The scene is filled with dynamic motion blurs, rainbow trails, and playful glitch aesthetics, perfect for gamified or tech-focused web interfaces.

Interactive AI Demos

AI Reflex Rush: Real-Time AI Gaming

A high-speed runner game that benchmarks instant binary decision-making by a multimodal LLM. Optimized for sub-second latency, the same pattern I use to evaluate model responsiveness for Azure-deployed agents.

Learn More
A high-tech composite graphic illustrating an AI-driven design workflow. On the left, a bright whiteboard interface shows a hand-drawn website wireframe with sketched boxes and buttons. A brilliant, glowing arc of blue and purple electricity connects this sketch to the right side, which features a dark-themed code editor filled with colorful HTML/CSS syntax and a sleek, rendered UI preview. Centered in bold, white sans-serif typography is the title "SMART CANVAS" above a smaller subtitle. The background is a deep charcoal grey, accented by React, Tailwind, and Gemini logos in the bottom right.

Interactive AI Demos

Smart Canvas: Wireframe to Code

Draw your idea, and watch a multimodal LLM build it. A real-time demo converting hand-drawn wireframes into production-ready React/Tailwind code, the same vision-to-code pattern that powers GitHub Copilot Workspace.

Learn More
A futuristic UI dashboard on a dark purple gradient background. Three translucent panels show a human silhouette with voice icons, a mood meter with a rising salary graph ($150,000), and a computer monitor displaying a glowing neon-blue robotic head named MARCUS. The design uses vibrant cyan and green accents against deep indigo shadows, creating a high-tech, professional AI training aesthetic.

Interactive AI Demos

Negotiation Simulator: AI Roleplay

A real-time voice-enabled salary negotiation simulation where an AI hiring manager with a dynamic mood reacts to your arguments.

Learn More
A futuristic digital illustration featuring a central dark blue orb representing the core of a software ecosystem. Glowing blue and green neural-like pathways radiate from the center, connecting to various Microsoft product icons like Teams, Outlook, and Excel arranged in a circular pattern. The text Power Automate and Copilot Studio anchors the central hub, symbolizing a unified, intelligent workflow automation environment.

Intelligent Automation

Power Platform Solution Explorer MCP

An open-source MCP server with 9 tools that lets AI agents like Copilot Studio deeply inspect Power Platform solution files, including Dataverse schemas, Cloud Flows, and bot components.

Learn MoreSource
A high-angle, cinematic shot of a developer working on a computer. Glowing, cyan-colored digital wireframe spirals emerge from the monitor, representing the fluid and complex nature of AI-driven code. The developer's hands are on a backlit orange keyboard, creating a sharp color contrast. The scene is dark, emphasizing the luminous digital elements and the focus on the screen's code.

Open Source

Open Source Copilots: 6 Ready-to-Deploy Agents for M365

A collection of 6 production-ready declarative agents for Microsoft 365 Copilot. Import the .zip in Teams - no code, no setup. FR + EN. Built for the Microsoft JumpStart program.

TECH STACK

Learn MoreSource
portfolio/power-automate-mcp-hero

Open Source

Power Automate MCP: Create, Run and Debug Flows from Chat

An open-source MCP server with 10 tools that lets an AI agent author, run and debug Power Automate flows - including the error messages the API hides behind a signed blob.

TIMELINE

2026

TECH STACK

Learn MoreSource
portfolio/agentlens-hero

AI Strategy & Ethics

AgentLens: an Agent That Audits Your Agents

A Microsoft 365 Copilot agent that sweeps every agent store in a tenant read-only, scores DLP posture, joins usage to real Azure spend, and never invents a number.

TIMELINE

2026

TECH STACK

Learn MoreSource
portfolio/use-case-qualifier-hero

Intelligent Automation

The Use Case Qualifier Is Not an Agent, It Is a Chain

7 upstream specialists find the signal, one qualifier decides, and a handoff contract sits between them. A 4P interview, a 15 out of 25 threshold, and 5 rejection filters no score can override.

TIMELINE

2026

TECH STACK

Learn More
portfolio/growth-engine-hero

Web & App Development

Growth Engine: One Application, Two Surfaces

A React front end, a Python backend, models running locally, and the same backend exposed as an MCP server. One implementation, two ways to consume it, and responsible AI written into the config file.

TIMELINE

2026

TECH STACK

Learn More
portfolio/agentic-procurement-demo-hero

Intelligent Automation

The Agent That Says No

A 4-agent procurement demo built to refuse. The lesson underneath it: restricting an agent through its instructions does not restrict it, you have to cut the capability.

TIMELINE

2026

TECH STACK

Learn More