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PoC

AI & ML PoC Development Services

Validate Your AI Ideas with Minimal Risk and Maximum Impact. Amazinum help businesses like yours test AI and ML solutions quickly and cost-effectively before scaling them into full production. Explore your ideas’ feasibility, ROI, and impact with a tailored PoC designed to meet your business needs.

Validate Your AI Ideas with Minimal Risk and Maximum Impact. Amazinum help businesses like yours test AI and ML solutions quickly and cost-effectively before scaling them into full production. Explore your ideas’ feasibility, ROI, and impact with a tailored PoC designed to meet your business needs.

Why Start with a PoC?

01

Forecast of technical challenges

Assessment of scale, and development of a work process plan, which will allow for making informed decisions.

02

Attract investments and gain

The trust of partners by demonstrating operational technology.

03

Reduce Risks

Test before full investment to avoid costly mistakes.

04

Make Data-Driven Decisions

Get measurable insights to assess feasibility and ROI.

05

Optimize Faster

Identify challenges early and refine your solution.

06

Check the project’s viability

To assess the expected results and change the current plan.

07

Build Stakeholder Confidence

Showcase results to secure internal buy-in.

Our AI & ML PoC Process

1. Getting familiar with the domain

  • Discover business problems and opportunities
  • Clarify the business needs and opportunities
  • Investigate the available and potential data
  • Investigate the available and potential data sources
  • Execute EDA (exploratory data analysis)
  • Define the expected deliveries
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2. Investigating and adopting solutions

  • Define the metrics and evaluation of algorithms
  • Investigate the available models, solutions, approaches
  • Train models on domain data, evaluate, and compare.
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3. Improving results

  • Achieving better model(s) performance
  • Experiment with various datasets, tuning hyperparameters
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Expected Outcomes

  • One-pager rapport on how to utilize ML in your project
  • High-level Project Roadmap, with a breakdown into milestones
  • Ballpark estimate of each milestone
  • Ballpark time and cost estimation
  • Suggested team composition
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4. Finalizing research and preparing delivery

  • Preparing models and improvements overview
  • Preparing prototype demo
  • Wrapping in web service with exposed API
  • Dockerized solution ready to deploy on client’s infrastructure
  • Deploying dockerized solution
  • Preparing brief documentations
  • Describing further tasks and improvements
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Expected Outcomes

  • One-pager rapport on how to utilize ML in your project
  • High-level Project Roadmap, with a breakdown into milestones
  • Ballpark estimate of each milestone
  • Ballpark time and cost estimation
  • Suggested team composition
  • Prototype

Validate Before You Scale

Start your PoC and reduce risks

How to determine if you need a proof of concept

proof of concept algorithm
proof of concept algorithm mobile

Requirements for the
implementation of POC

Formation of clear goals and needs of the product.

Identifying unique key features and details will differentiate your project from others on the market.

Identification of use cases and expected outcomes

Formation of success indicators of your POC – Any available data / data sources.

Identification of limitations to technologies.

What You Get with Our PoC Service

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A Working Prototype

See your concept in action with a real demo.

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Clear Success Metrics

Track progress and validate against key performance indicators.

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Detailed Report & Recommendations

Receive actionable insights for next steps.

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Fast Turnaround

Launch your PoC quickly to gain momentum.

Cloud Solution icon

A Working Prototype

See your concept in action with a real demo.

Data Analysis icon

Clear Success Metrics

Track progress and validate against key performance indicators.

Data Engineering icon

Detailed Report & Recommendations

Receive actionable insights for next steps.

fast turnaround icon

Fast Turnaround

Launch your PoC quickly to gain momentum.

FAQ

What happens in the case of a failed PoC?

Not all proof of concepts yield success, and there can be various factors contributing to their failure:

  • Data may be disorganized and impractical.
  • The ETL (Extract, Transform, Load) workload can become prohibitively expensive when implemented at a larger scale.

In any case, the outcomes of failed proof of concepts should not be viewed as disappointments but rather as valuable learning experiences that can pave the way for future successful ideas.

Which companies used PoC for their startups?

Airbnb
Initially, the founders created a simple website that verified people’s requests for a vacant room or property. This allowed the company to attract investments and articles with a successful and revolutionary platform.

Slack
The beginning of Slack was the creation of an internal communication platform for a gaming company. This allowed the team to assess its potential in the market and become a leading tool for team communication around the world.

Tesla
Tesla has been conducting POCs for electric vehicles and energy storage systems. Their success in creating long-range electric vehicles and energy products such as the Powerwall and Powerpack has transformed the automotive and energy sectors.

Which industries used PoC for their product?

Self-Driving Cars: Companies like Waymo (formerly a project of Google) conducted POCs to demonstrate the feasibility of self-driving cars. These POCs eventually led to the development of autonomous vehicles and the emerging industry surrounding them.

IoT in Healthcare: POCs have been conducted to prove the effectiveness of Internet of Things (IoT) devices in healthcare. For instance, monitoring devices for patients with chronic conditions have shown how IoT can enhance patient care and reduce healthcare costs.

Artificial Intelligence in Healthcare: POCs using AI for diagnosing diseases and predicting patient outcomes have demonstrated significant success. IBM’s Watson for Oncology is a notable example.

Agricultural Technology: POCs for precision agriculture, using drones and data analytics to optimize farming, have proven to increase crop yields and reduce resource consumption.

Renewable Energy: Many renewable energy projects, such as solar and wind farms, began as POCs to prove the viability of clean energy sources, and they have since become major contributors to global energy production.

Food Delivery Apps: Companies like Uber Eats and DoorDash started as POCs in specific cities to prove the concept of app-based food delivery. Their success has reshaped the restaurant and food delivery industry.

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Still Have Questions?

Schedule a call to discuss your PoC needs.

Schedule a call to discuss your PoC needs.

Why Choose Amazinum?

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Comprehensive End-to-End Expertise

From initial planning and strategy to seamless execution, Amazinum handles every stage of your project with precision, ensuring a smooth and successful outcome.

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Flexible Engagement Models

We offer customizable packages designed to fit your specific needs and budget, giving you the freedom to choose the model that works best for your business.

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Proven Track Record of Success

Our solutions consistently deliver measurable results across industries, helping companies achieve their goals with effective and innovative approaches.

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Access to Top AI Talent

Collaborate with some of the brightest minds in data science and AI. Amazinum’s team brings expertise and creativity to every project, driving unparalleled results.

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Client-Focused Approach

Your satisfaction is our priority. We take the time to understand your unique needs, maintain open communication, and provide constant updates to ensure the final result exceeds expectations.

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Transparent and Organized Execution

Amazinum ensures clear timelines, regular progress updates, and flexibility to adjust to your changing needs. Our structured process guarantees a smooth and comfortable collaboration experience.

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Cost-Effective Solutions with Exceptional Quality

We maximize the efficiency of your resources to deliver high-quality services. With a focus on optimization, qualified specialists, and intelligent resource management, we provide outstanding results at competitive prices.

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Innovative and Scalable Solutions

Amazinum leverages the latest technologies and methodologies to deliver forward-thinking solutions. Our services are designed to scale with your business, ensuring long-term value and adaptability to future needs.

Industry Expertise

Healthcare

Predictive analytics, personalized medicine, and operational efficiency improvements.

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Manufacture & Supply Chain

Predictive maintenance, inventory optimization, and demand forecasting, enhancing operational efficiency and reducing costs.

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E-commerce & Retail

AI-powered recommendation engines, inventory management, and personalized marketing.

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SEO & Advertising

Actionable insights, optimize campaigns, and drive targeted traffic for maximum impact

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Ecology

Data-driven solutions for climate modeling, biodiversity monitoring, and sustainable resource management

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FinTech

Predictive analytics to detect fraud, optimize trading, and assess credit risk

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Mental Health

Personal treatments, improving telemedicine platforms, and developing early intervention tools

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Pet Care

Intelligent pet care systems, personalized recommendations for pet owners, product recommendations

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Energy & Utilities

Data-driven solutions for climate modeling, biodiversity monitoring, and sustainable resource management

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Media Entertainment

AI & ML drive data-driven solutions for content personalization, audience analytics, and optimizing production workflows to enhance engagement and streamline creative processes.

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FinTech

Predictive analytics to detect fraud, optimize trading, and assess credit risk

Fintech icon
Mental Health

Personal treatments, improving telemedicine platforms, and developing early intervention tools

Mental Health icon
Pet Care

Intelligent pet care systems, personalized recommendations for pet owners, product recommendations

Pet Care icon
Energy & Utilities

Data-driven solutions for climate modeling, biodiversity monitoring, and sustainable resource management

Energy & Utilities icon
Media Entertainment

AI & ML drive data-driven solutions for content personalization, audience analytics, and optimizing production workflows to enhance engagement and streamline creative processes.

Entertainment icon

Ready to Validate Your AI Idea?

Don’t leave your innovation to chance—test your idea today with our AI & ML PoC development service.

Vitaliy Fedorovych

CEO, Data Scientist at Amazinum

Vitaliy Fedorovych contact us photo

Hello there!

Amazinum Team assists you through all data science development processes:
from data collection to valuable insights generation.
Get in touch with our CEO and Data Scientist to figure out the next move together

Contact Us

Click or drag a file to this area to upload.

Contact Us

Click or drag a file to this area to upload.

Vitaliy Fedorovych

CEO, Data Scientist at Amazinum

Vitaliy Fedorovych contact us photo

Hello there!

Amazinum Team assists you through all data science development processes:
from data collection to valuable insights generation.
Get in touch with our CEO and Data Scientist to figure out the next move together

Contact Us

Click or drag a file to this area to upload.

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Book a FREE consultation today and get a 10% discount on your next project

You will receive:

  • A qualified specialist with experience in your field
  • High-quality and fast solution for your business
  • Convenient models of cooperation from POC to a full-fledged project

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No limits to solutions with Amazinum