POCRapid AI prototyping, Accelerated MVP development and On-Demand AI R&D services

GenAI Protos helps founders, product teams, and engineering leaders turn AI ideas into working prototypes, evaluate technical approaches, adapt language models, and explore private deployment options.
Leadership that has worked with
Our Services
Whether you have a specific idea or want to explore what's possible, we help you find the right starting point.
Rapid AI Prototyping & MVP Development
Build a working AI prototype to test feasibility or a focused MVP for early users. Explore the core workflow, evaluate outputs, and gather feedback before expanding the build.
AI Experimentation & R&D
Compare AI models, tools, and solution approaches against your tasks and data. Get working experiments, documented findings, and recommendations to guide your technology decisions.
Private and Sovereign AI Exploration
Assess how an AI application could work within your data boundaries and control requirements. Explore local models, on-premises or private cloud options, and a prototype in an agreed environment.
AI Models Fine-Tuning & SLMs
Evaluate open-source and open-weight models, explore fine-tuning, and test small language models for focused tasks. Compare task quality, response time, and operating requirements against an agreed baseline.
70+
Data & AI Engineers
100%
Virtual Support
1 - 4
Weeks Engagements
Which AI service should you start with?
Can we see our AI use case working?
Rapid AI Prototyping & MVP DevelopmentWhich model, tool, or approach fits our requirements?
AI Experimentation & R&DWould fine-tuning or a smaller model help with this task?
AI Model Fine-Tuning & SLMsCan this application work within our infrastructure and data boundaries?
Private & Sovereign AI Exploration
| Your immediate question | Suggested starting point |
|---|---|
| Can we see our AI use case working? | Rapid AI Prototyping & MVP Development |
| Which model, tool, or approach fits our requirements? | AI Experimentation & R&D |
| Would fine-tuning or a smaller model help with this task? | AI Model Fine-Tuning & SLMs |
| Can this application work within our infrastructure and data boundaries? | Private & Sovereign AI Exploration |
Share the question you need answered. We will help you define a focused first engagement.
How it works
No lengthy briefs or big commitments required. We start small, build something real, and learn together.
Share your use case
Tell us who the solution is for, the problem it should solve, and what you want to learn. Bring any available examples, data, or existing application details.
Agree on scope and success criteria
Together, we define the first question to answer, the deliverables, evaluation criteria, budget, and milestones.
Build, test and review
Try working versions and review the results with our engineers. We explain the test conditions, observed limitations, and choices that affect the next step.
Decide where to invest next
Use the findings to refine the idea, extend the build, choose another approach, or stop. You receive the agreed outputs and recommendations.
See how we helped our clients
POC
AssessmentModel Selection Benchmark for Quality, Latency, and Cost
AssessmentBuilt for teams that ship fast
We partner with forward-thinking companies to turn ambitious data & AI ideas into production-grade products.
Why work with GenAI Protos?
An experimentation mindset
Start with a question worth answering. We turn assumptions into focused tests and use the findings to guide the next decision.
Work directly with engineers
Discuss the use case with the people building and testing it. Review technical choices, working outputs, and issues together.
In-house accelerators and frameworks
Our reusable tools and engineering frameworks help reduce repetitive setup work so the team can focus on your use case.
Transparent delivery
Agree on the scope, costs, and milestones before starting. Review progress and understand what has been tested, what has changed, and what needs attention.
A partnership mindset
We share findings, explain decisions, and provide the agreed documentation and walkthroughs so your team can use the work.
No false promises
We explain what the evidence supports and where uncertainty remains. If an approach falls short, we document why and discuss alternatives.
Common questions about our AI services
Everything you need to know about getting started, team involvement, scope, and project deliverables.
No. You can bring a business problem, a product idea, or a technical question. We help define the first engagement and identify the data, access, and input needed from your team.
Yes. A focused prototype, R&D sprint, model evaluation, or deployment feasibility assessment can address a defined question before a larger commitment. Scope and cost are agreed before work starts.
Deliverables depend on the engagement. They may include a working prototype, a focused MVP, experiment assets, evaluation results, a model or adapter where available, setup documentation, and recommended next steps. The agreement specifies the handover.
What to Expect
We design our discovery process to give you immediate technical clarity without any fluff.
Speak Directly with Engineers
No pushy sales calls. You will talk directly with hands-on AI developers and technical architects who build your solution.
Fast 24-Hour Response
We review every enquiry promptly and follow up with practical technical feedback within 1 business day.
Send Us a Message
Share your details below and we will get back to you within 24 hours.
Meet the Team Behind the Work
The engineers who scope, build, and ship your AI prototypes.

The GenAI Protos Team
One team, from idea to working software

Core Engineering

Hands-on with Hardware

Pairing on Real Problems

Working Sessions








