Engineering + AI


Turn the backlog into a working system.

Get in Touch
Get in Touch
Abstract dark green background with flowing curved shapes.
Ombia logo in purple.Close-up image of blue water ripples reflecting light, creating circular wave patterns.Nextant company logo with a stylized star-like symbol to the left of the word Nextant.Microsoft logoGoogle logo in blue, red, yellow, and green colors on a white background.Cooking pot with red handles containing rice, carrots, peas, green beans, and corn.HubSpot company logo
DxD Capital logo with three overlapping hexagons on the left.MaiProperty logo with a stylized house and leaf icon above the text on a dark background.The Surrogacy Foundation logo with stylized 'S' and text.Logo with the text 'yesh tikva' and subtitle 'Supporting Jewish People Facing Infertility'.Hegemony AI logo with stylized teal icon to the left of the name.Acolyte Health logo with stylized abstract shapes in teal and pink to the left of the company name.Gamma brand logo with a red circle containing a white asterisk-like symbol.
Text logo reading 'Touchpoint by Meydenbauer' on a transparent background.Logo with stylized blue and gold text reading 'ape water' with smaller tagline 'natural sparkling' beneath.Icon showing a megaphone emitting sound waves representing announcements or notifications.Black and white graphic illustration of a rocket launching from a hand magnifying glass with abstract digital lines and dots in the background.Illustration of a smartphone on the left displaying an app interface with icons and text, connected by a curved line to a computer screen on the right showing a pyramid chart and text blocks.Intersight logoIntersight logo
Social Current logo with tagline 'Activating the Power of the Social Sector'.ACED HOMES logo featuring a spade icon integrated with a house roof design.Close-up image of blue water ripples reflecting light, creating circular wave patterns.Foursquare Real Estate logoCBREHubSpot company logoMedawar Real Estate logo featuring three geometric shapes resembling buildings.
Logo featuring a blue and purple star-like geometric shape with the text 'tyris' in lowercase beside it.Logo of Zero Swarm featuring a green geometric hexagon icon and the text 'ZEROSWARM' with 'ZERO' in black and 'SWARM' in bold.Logo featuring a silhouette of Bigfoot, a house, trees, mountains, and the Space Needle with the text 'DESTINY HOME BUYERS'.Cooking pot with red handles containing rice, carrots, peas, green beans, and corn.Aptible company logo with a small orange triangle above the letter A.
Engineering + AI

Choose the delivery model that fits.

Bring the application, integration, or AI initiative your team needs to ship. MBC provides AI-native engineering capacity with a clear technical owner, agreed milestones, and a practical plan for production.
Key Benefits
Embedded specialists: Add engineering, data, or AI capacity alongside your internal team.
Outsourced delivery: Assign a bounded workstream to an MBC team with one delivery owner.
Implementation projects: Agree the scope, acceptance criteria, release plan, and fee before work begins.

How We Deliver

Your environment. Clear ownership. Working systems.

Staffing, outsourcing, and scoped implementation are all available. The team and commercial model follow the work; a fixed monthly pod is one format, not a requirement.
Book 15 minutes with Doug
Book 15 minutes with Doug
Our Process

Technical Ownership

A named technical lead coordinates architecture, delivery decisions, and review with your team. Responsibilities and access are agreed before work begins.
Solutions
Full-stack development across web, mobile, API, and data layers
Technical leadership and architecture review embedded in your sprint cycles
Knowledge transfer and documentation built into every sprint

AI-Native Delivery

Apply current AI methods to appropriate development and operating tasks, with human review, evaluation, and documented acceptance criteria.
Solutions
Experienced global specialists add capacity around the skills and working hours the engagement requires.
Integrated code review, pair programming, and daily stand-up cadence within your existing workflow
Continuous delivery automation with AI-powered CI/CD, testing, and deployment pipelines

Core Solutions

Three business professionals in a modern office watching a marketing presentation on a wall-mounted screen.

AI Systems Integration

Connect AI capabilities directly into your existing enterprise stack. We integrate LLMs, computer vision, and NLP systems with your platforms—production-grade, not proof-of-concept.
What You Get:
Architectural excellence combined with rapid iteration cycles
Production-ready solutions with scalable architecture design
Automated testing and performance optimization built-in

AI Software Development

Custom AI-powered applications from concept to production deployment. RAG systems, AI agents, and intelligent workflows that handle real business processes.
Key Features:
Automated code review and testing protocols for consistent quality
Intelligent deployment processes that reduce manual errors
AI-assisted development tools, with gains measured against the team’s baseline

AI Operations & MLOps

Production AI demands production operations. Model monitoring, drift detection, automated retraining pipelines, and infrastructure optimization for reliable AI at scale.
Our Advantage:
Agree testing, evaluation, monitoring, and support responsibilities for the production environment.
Global specialists selected for the technical requirements, with defined review and quality controls
Plan onboarding, documentation, and knowledge transfer as part of the engagement.

MVP-to-Market Acceleration

Define a focused first release, test it with representative users, and use the findings to guide the next build. Agree scope, release criteria, and feedback ownership before development.
Launch Benefits:
Accelerated development includes market validation and user testing cycles
Architecture decisions account for expected usage, maintenance, and future change.
Test performance and monitoring against agreed production-readiness criteria

Embedded Engineering Capacity

Add specialists around a defined technical need. Agree responsibilities, technical oversight, review cadence, and delivery expectations before work begins.
Risk Mitigation:
Define the workstream, team interfaces, and acceptance criteria before adding capacity.
Review technical fit and delivery progress against the agreed scope.
Comprehensive onboarding includes knowledge transfer and cultural integration support

Technical Due Diligence & Architecture Assessment

Evaluate technical assets and development capabilities for M&A transactions with comprehensive assessments covering code quality, scalability, and team capabilities.
Expert Evaluation:
Technical asset analysis includes code quality and architecture scalability review
Development capability assessment covers team skills and operational maturity
Investment decision support through detailed technical risk analysis

Advanced Technology Capabilities

capabilities:
Enterprise AI Integration & LLMOps: Production-grade AI integration across your enterprise stack—LLM orchestration, RAG pipelines, model serving infrastructure, and continuous optimization for reliable AI at scale.
Cloud Infrastructure: Plan capacity, deployment, recovery, and operating costs around expected usage. Validate resilience against the requirements agreed for your environment.
Data and Reporting: Build traceable reporting pipelines and operational dashboards around approved source systems.
AI Workflow Development: Build task-focused AI workflows with clear review steps, exception handling, and authorized actions.
Security Requirements: Define access controls, data handling, and review responsibilities for the engagement. Compliance decisions remain with the authorized owner.
Person in a denim shirt sitting on an office chair working on a desktop computer with code displayed on the screen.

Bring the build your team needs to ship.

Book 15 minutes with Doug to discuss the outcome, existing environment, and delivery model. Scope and responsibilities determine the fee.

Get in Touch
Loading resource...
This resource opens best in a new tab.
Open Resource ↗