AI that works.
Not AI that dazzles.
Platform-agnostic AI and data solutions for AEC, manufacturing, and aerospace companies. Delivered by senior engineers, not a sales team.
Years Avg Experience
Years of Heritage
Services Deep, Not Wide
Industries We Actually Know
What We Deliver
Two-week assessment across six dimensions. You get a prioritized roadmap and an honest answer on whether to proceed or pause.
- Readiness scorecard across 6 dimensions
- Prioritized implementation roadmap
- Technology stack assessment
- Go/no-go recommendation with reasoning
- Executive presentation
Red team testing for AI systems. Find prompt injection, data leakage, and compliance vulnerabilities before your users do.
- Prompt injection & jailbreak testing
- PII and CUI data leakage probing
- Compliance violation detection
- 1,000+ automated attack vectors
- Executive risk scorecard & remediation roadmap
- Post-fix validation & security attestation
Your engineers waste 15-20 hours a week searching for documents. We fix the findability problem using Microsoft tools you already own.
- Document taxonomy and governance framework
- Azure AI Search implementation
- Automated classification and metadata tagging
- SharePoint/M365 optimization
- Intelligent search interface
- Training and adoption support
Your AI initiative will fail without clean, governed data. We build the foundation that makes AI actually work.
- Data pipeline architecture and implementation
- Governance framework and data quality controls
- Single-source-of-truth architecture
- Microsoft Fabric / Azure data platform deployment
- Data cataloging and lineage
- Migration and integration from legacy sources
Custom AI agents and automated workflows that eliminate the manual work draining your team. Built on the Microsoft stack you already own.
- Custom Copilot Studio AI agents
- Power Platform automated workflows
- Azure AI Services integration
- Intelligent document processing pipelines
- Custom copilots trained on your data
- Production deployment with monitoring and handoff
Sound familiar?
Thousands of Hours Lost to Document Chaos
Your engineers spend 15-20 hours a week searching for specs, drawings, and compliance docs across systems that don't talk to each other.
AI Ambitions, Fragmented Data
Leadership wants an 'AI strategy' but your data lives in 6 platforms, 12 spreadsheets, and somebody's email.
Big Quotes, Uncertain Foundations
You've been quoted $200K+ for a platform but you're not sure your data foundation can actually support it.
Our Customer Success Stories
Enterprise AI Hub: Replacing Copilot at 60% Lower Cost
A 125-year-old architecture and engineering firm was paying $30/user/month for Microsoft Copilot — and getting generic answers that didn't understand their industry, their projects, or their compliance requirements. We replaced it with a custom Enterprise AI Hub built on Azure AI Foundry that delivers multi-model intelligence, domain-specific agents, and built-in governance — all at a fraction of the cost. The firm now runs AI that actually works for engineers, not just office workers.
AI Document Intelligence for AEC Project Delivery
A 200-employee architecture and engineering firm running 30+ concurrent projects was losing thousands of hours annually to manual document handling. Project managers spent 15+ hours per week searching for specs, cross-referencing RFIs, and tracking submittals across disconnected systems. We deployed an AI document intelligence platform that transformed how the firm finds, processes, and acts on project information.
AI-Powered Contract & PO Automation for Manufacturing
A 150-employee industrial parts manufacturer was drowning in paperwork. Their procurement team spent 60% of their time manually processing contracts and purchase orders, leading to delays, errors, and missed early-payment discounts. We automated their document workflow with AI, freeing their team to focus on vendor relationships instead of data entry.
Data Foundations for Aerospace: From 7 Disconnected Systems to Predictive Quality
A Tier 2 aerospace structures and precision components manufacturer with $85M in revenue and 340 employees had data trapped in 7 disconnected systems — Siemens Teamcenter, Epicor ERP, Zeiss CMM quality inspection, Hexagon MES, Access databases, Excel scorecards, and scanned paper travelers. They'd already spent $180K on an AI vendor who delivered a proof of concept that never made it to production. We built the data platform that got their first predictive quality model into production within 60 days of go-live.
A Wiley|Wilson Company.
125 Years of Keeping Promises.
Since 1901, Wiley|Wilson has delivered mission-critical infrastructure that still stands today. That heritage means engineering rigor, financial stability, and accountability in every AI system we build.
Learn more about usYears Avg Experience
Years of Heritage
Services Deep, Not Wide
Industries We Actually Know
How We Work
Assess
We audit your data, infrastructure, and processes. You get a clear picture of where you stand and where AI can deliver real value.
Decision Gate
Before committing budget, we present findings and recommendations. You decide whether to proceed, pivot, or pause. No sunk costs.
Build
We build production-ready solutions with your team. No black boxes — everything is documented, tested, and designed for handoff.
Transfer
We train your team to own and extend the system independently. You keep full IP ownership and operational knowledge.
Not Your Typical AI Consultancy
Typical AI consultancy
- 6-month pilot with no production path
- Junior developers behind a senior sales pitch
- Vendor lock-in to proprietary platforms
- Impressive demos on clean data
- Monthly retainers with no end date
- Everything built from scratch on your dime
Ryshe
- Production deployment in 8-12 weeks
- Senior engineers on every engagement
- Platform-agnostic, you own the IP
- Built on your actual data, edge cases included
- Fixed-scope with clear handoff and transfer
- Pre-built accelerators across document intelligence, search, predictive analytics, conversational AI, and computer vision
Game-Changing Solutions
Tailored for Every Sector
Architecture, Engineering & Construction
AEC
Automate document-heavy workflows, extract data from specs and contracts, and streamline compliance processes for engineering-driven organizations.
Manufacturing
Manufacturing & Industrial
Quality prediction, supply chain optimization, and production scheduling intelligence built on your real operational data.
Aerospace & Defense
Aerospace & Defense
Automated compliance document generation, intelligent routing, and custom AI agents for regulated environments.
Our Expert Insights
AI Agents in Manufacturing: 5 Use Cases That Actually Work in Production
AI agents are moving from demos to production floors. Here are five manufacturing use cases where AI agents are delivering measurable results — not just impressive demos.
AI Compliance Documentation in Aerospace & Defense: What You Need to Know
Aerospace and defense suppliers spend 25-40% of engineer time on compliance documentation. AI is changing that — automating document generation, export control reviews, and audit preparation while maintaining full traceability. Here's what's real and what's hype.
Hiring an AI Consultant vs. Building In-House: A Decision Framework
Should you hire an AI consulting firm or build your own team? The answer isn't always what you'd expect. Here's a practical framework for making the right call based on your company's size, goals, and timeline.
Get in Touch to Discuss
Your AI Vision with Our Experts
Every engagement starts with a 30-minute introductory call. No sales pitch — just a conversation about your challenges and how we can help.
- Structured AI readiness assessment
- Prioritized roadmap with ROI projections
- Production-ready AI solutions
- Full IP ownership and team training