AI PoC & MVP Development to Launch Faster - Deployed

AI POC & MVP

Validate AI ideas before you invest in full-scale development

Turn AI ideas into validated, scalable solutions. We help you identify the right use case, build high-performance PoCs, and launch production-ready MVPs that deliver measurable ROI.

Businesses are unlocking real ROI from AI

88%

of organizations already use AI in at least one business function.

74%

of organisations investing in GenAI and automation say those initiatives have met or exceeded their expected benefits.

3.7x

ROI - of organizations already use AI in at least one business function.

AI PoC and MVP services that reduce risk before scale

AI POC & MVP

AI feasibility and data readiness assessment

Evaluate whether the use case has the right data, systems, security requirements, and operational context to succeed. This AI feasibility study helps identify gaps early so the PoC is not built on weak assumptions.

AI POC & MVP

AI PoC Development

Validate your AI concept through focused feasibility testing, AI prototype development, and measurable outcomes. We assess data readiness, test performance, and align results with business goals to deliver a working prototype and a clear path to scale.

AI POC & MVP

AI MVP Development

Turn successful PoCs into functional AI products ready for production. We design scalable architecture, integrate models into existing systems, and embed monitoring, human oversight, and governance controls to ensure reliability. For focused, high-priority use cases, Deployed can deliver the MVP through an AI Pod model built around one use case, one KPI, and one delivery plan.

AI POC & MVP

AI Pilot Scaling & Production Enablement

Move from AI pilot project to pilot deployment with MLOps pipelines, performance tuning, governance frameworks, and iteration loops. We help you scale your MVP confidently, ensuring reliability, compliance, and continuous optimization across your business.

Turn AI concepts into validated products with Deployed

Fastest Path to Value

Move from idea to working prototype in weeks with Deployed’s proven AI PoC and MVP development frameworks.

Drive Measurable Impact

Achieve up to 50% higher productivity and cost savings by aligning every PoC and MVP with clear success metrics such as efficiency gains, performance improvements, and ROI validation.

Ensure Responsible Development

Develop every PoC and MVP with built-in governance and compliance aligned with NIST AI RMF, ISO 27001, and EU AI Act standards to maintain transparency, accountability, and data protection.

Built-In Guardrails

Maintain reliability and control with AI systems designed to follow defined policies, prevent misuse, and ensure outputs remain accurate, safe, and compliant throughout development and deployment.

Our approach to AI PoC and MVP development

01

01 Discover

AI Discovery & Assessment
Identify high-value opportunities where AI can deliver measurable business impact. This stage includes use-case discovery, value mapping, data readiness assessment, and establishing governance baselines.

02 Pilot

AI PoC Development

Turn AI concepts into validated proofs of value. We design and build a focused PoC such as a RAG-based copilot or workflow integrated with one core business system to test feasibility, performance, and compliance.

Duration: 4–6 Weeks
Deliverables: Working demo | Metrics baseline | Initial risk and compliance assessment

AI MVP Development
Build a production-ready MVP designed for scalability and reliability. This includes authentication, logging, monitoring, cost controls, and human-in-the-loop workflows to ensure measurable outcomes.

Duration: 6–10 Weeks
Deliverables: MVP in production | SLOs | Adoption plan | Training resources

03 Transform & Scale

AI transformation & rollout
Expand AI adoption across business functions with optimized performance and governance. This phase focuses on multi-use-case rollout, performance tuning, and continuous improvement frameworks.

Duration: 3–6 Months

Deliverables: Cross-workflow integration | Performance and cost optimization reports |
Operating model

Our approach to AI PoC and MVP development

step 1

Discover

step 2

Pilot

AI PoC Development

Duration: 4–6 Weeks
Deliverables: Working demo | Metrics baseline | Initial risk and compliance assessment

Duration: 6–10 Weeks
Deliverables: MVP in production | SLOs | Adoption plan | Training resources

step 3

Transform & Scale

Duration: 3–6 Months

Deliverables: Cross-workflow integration | Performance and cost optimization reports |
Operating model

Launch AI pilots that scale

80% of AI pilots fail to scale, but we help you design, validate, and deploy PoCs that move beyond experimentation and deliver measurable business outcomes.

How we’ve helped businesses succeed with AI

A field-service marketplace that turns technician matching into one secure mobile journey

Field Services & Marketplaces Marketplace & Mobile Mobile Marketplace

Laptop and compact tools representing a technician marketplace

View case study

Deployed understood the marketplace vision from day one and built a product that connects technicians and customers in one seamless mobile experience.

Andreas

A calmer first step into dental care through guided assessment and reassuring education

Digital Health Healthcare & Mobile Healthcare Mobile Application

Patient receiving a calm, guided clinical treatment

View case study

Deployed created an experience that feels supportive from the very first screen — exactly the right tone for patients dealing with dental anxiety.

Hans-Jörg Wolff

Dental scoring and treatment information brought into one secure, transparent journey

Dental Technology Healthcare & Data Dental Scoring Platform

Clear dental aligners in a protective case

View case study

The planning and backend work gave us a clear, secure foundation that we can confidently build the scoring features on top of.

Detlef Schultz

Safer dog walks through live video, GPS routes, and incident-ready recording

Pet Safety & Mobility Connected Safety Connected Camera & Tracking Application

Dog wearing a safety harness while exploring a mountain trail

View case study

Deployed understood the urgency behind pet safety and planned a product that connects live video, location, and incident recording into one reliable app.

Tom Norberg

Personalized self-hypnosis sessions designed to fit each listener’s goals and routine

Digital Wellness AI & Wellness AI-Personalized Audio Application

Person relaxing with wireless headphones during a guided audio session

View case study

They mapped out a clear path from concept to launch, and the personalization approach makes every session feel genuinely tailored.

Harald Tröstl

Our expertise and technologies with AI

LLMs
Agent frameworks
Vector stores

OPENAI

ANTHROPIC

GEMINI

DEEPSEEK

LLAMA

MISTRAL

AND MORE

lANGCHAIN

OPENAI AGENT BUILDER

MICROSOFT COPILOT STUDIO

qdrant

weaviate

pgvector

Start Your AI PoC With a 1-Day Workshop

“Deployed understood the marketplace vision from day one and built a product that connects technicians and customers in one seamless mobile experience.”

Andreas

XPERTS Marketplace · Mobile Marketplace

“Deployed created an experience that feels supportive from the very first screen — exactly the right tone for patients dealing with dental anxiety.”

Hans-Jörg Wolff

Dental Anxiety Adieu App · Healthcare Mobile Application

“The planning and backend work gave us a clear, secure foundation that we can confidently build the scoring features on top of.”

Detlef Schultz

Dental Score App · Dental Scoring Platform

“Deployed understood the urgency behind pet safety and planned a product that connects live video, location, and incident recording into one reliable app.”

Tom Norberg

DogCam Safety App · Connected Camera & Tracking Application

“They mapped out a clear path from concept to launch, and the personalization approach makes every session feel genuinely tailored.”

Harald Tröstl

AI-Powered Personalized Hypnosis App · AI-Personalized Audio Application

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“Deployed understood the marketplace vision from day one and built a product that connects technicians and customers in one seamless mobile experience.”

Andreas

XPERTS Marketplace · Mobile Marketplace

“Deployed created an experience that feels supportive from the very first screen — exactly the right tone for patients dealing with dental anxiety.”

Hans-Jörg Wolff

Dental Anxiety Adieu App · Healthcare Mobile Application

“The planning and backend work gave us a clear, secure foundation that we can confidently build the scoring features on top of.”

Detlef Schultz

Dental Score App · Dental Scoring Platform

“Deployed understood the urgency behind pet safety and planned a product that connects live video, location, and incident recording into one reliable app.”

Tom Norberg

DogCam Safety App · Connected Camera & Tracking Application

“They mapped out a clear path from concept to launch, and the personalization approach makes every session feel genuinely tailored.”

Harald Tröstl

AI-Powered Personalized Hypnosis App · AI-Personalized Audio Application

Frequently asked questions

What’s the difference between an AI PoC and an AI MVP?

A Proof of Concept (PoC) is a small-scale experiment designed to test the feasibility and value of an AI idea. An MVP takes a validated PoC and turns it into a functional, scalable solution ready for real users and real workflows. At Deployed, our AI MVP development process helps you move from validation to production with less risk.

Why do most AI pilots fail to scale?

Most AI pilot projects fail because they are built without clear success metrics, reliable data, workflow integration, user adoption planning, or governance controls. We help you avoid these gaps by defining measurable outcomes early, validating performance, and embedding compliance checks from day one.

How long does it take to build an AI PoC or MVP?

Timelines vary depending on scope and complexity. Most PoCs take 4–6 weeks, while MVPs typically require 6–10 weeks. Our structured approach supports rapid AI prototyping and ensures each stage delivers tangible business results before you invest further.

How does Deployed ensure my AI project delivers ROI?

Every PoC and MVP we develop starts with ROI modeling and clear success metrics. We align technical outcomes such as model accuracy or automation efficiency with your business KPIs, ensuring measurable value before scaling to production.

How secure and compliant are AI PoCs and MVPs developed by Deployed?

We build every solution with security and governance at the core, following NIST AI RMF, ISO 27001, and EU AI Act standards. From data handling to model monitoring, our systems include access controls, encryption, and continuous compliance checks.

Can Deployed integrate the MVP with our existing systems?

Yes. Our AI solutions are designed for seamless integration with your CRMs, ERPs, data warehouses, and communication tools. We use secure APIs and automation frameworks to ensure minimal disruption and maximum interoperability.

What happens after the MVP is launched?

After deployment, we help you monitor performance, gather feedback, and plan the next phase of scale-up through MLOps pipelines and performance tuning. Our goal is to help you transform successful pilots into long-term, production-grade AI systems.

How do I know if my business is ready for AI proof of concept services?

If you have a clear problem statement, access to relevant data, and defined success goals, you may be ready to start. Deployed’s AI feasibility study helps you assess data readiness, workflow fit, technical feasibility, and business value before PoC development begins.

Validate AI ideas before you invest in full-scale development

Businesses are unlocking real ROI from AI

88%

of organizations already use AI in at least one business function.

74%

of organisations investing in GenAI and automation say those initiatives have met or exceeded their expected benefits.

3.7x

ROI - of organizations already use AI in at least one business function.

AI PoC and MVP services that reduce risk before scale

AI POC & MVP

AI feasibility and data readiness assessment

AI POC & MVP

AI PoC Development

AI POC & MVP

AI MVP Development

AI POC & MVP

AI Pilot Scaling & Production Enablement

Fastest Path to Value

Drive Measurable Impact

Ensure Responsible Development

Built-In Guardrails

Our approach to AI PoC and MVP development

01

Our approach to AI PoC and MVP development

Discover

Pilot

Transform & Scale

Launch AI pilots that scale

How we’ve helped businesses succeed with AI

A field-service marketplace that turns technician matching into one secure mobile journey

Andreas

A calmer first step into dental care through guided assessment and reassuring education

Hans-Jörg Wolff

Dental scoring and treatment information brought into one secure, transparent journey

Detlef Schultz

Safer dog walks through live video, GPS routes, and incident-ready recording

Tom Norberg

Personalized self-hypnosis sessions designed to fit each listener’s goals and routine

Harald Tröstl

Our expertise and technologies with AI

Start Your AI PoC With a 1-Day Workshop

Andreas

Hans-Jörg Wolff

Detlef Schultz

Tom Norberg

Harald Tröstl

Andreas

Hans-Jörg Wolff

Detlef Schultz

Tom Norberg

Harald Tröstl

Frequently asked questions

Latest insights & resources

From AI PoC to MVP: What Actually Makes It to Production

MLOps for Small Teams: The Minimum That Matters

Building Audio-First Wellness Apps

Cloud Cost Optimization for Early-Stage Products

Building Trustworthy AI Verification

Data Engineering Comes Before AI