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A CNN Approach for Recognizing Traffic Signs

Deep Learning is an interesting and a unique field of study that has attracted the worldwide attention over the past few years at a rapid pace. The rate at which the digitalized systems have been generating data for over a decade, has become one of the major reasons for creating an abundance of data. As a result, the availability of data provided a brand new perspective for the researchers to look at Artificial Intelligence and its branches, in a different way.
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Selecting between PoCs, Prototypes, and MVPs.

Many companies struggle to choose the aptest technique to validate their concept and choose between POC, Prototypes, and MVP. In our previous context, we discussed the definitions, applications, advantages, and use cases of these elements. You can find the link to the article here and peruse the write-up for a comprehensive understanding.

It is essential to know that it depends on the business idea or the end product and your target audience (B2B, or B2C, B2B2C); and you may need to use PoC, Prototype, MVP or a combination accordingly.

Idea validation using these concepts will ensure that your final product will enable you to achieve its ultimate goal.

A PoC can usually provide a direct response to whether the concept will be viable or not for the target audience. Idea feasibility will be measured here, and with the comeback, you can decide whether to proceed with the existing plan or not. Furthermore, a PoC can help convince your initial pre-seed investors that your concept can be implemented and is technically viable.

On the other hand, MVP enables companies to grasp information about the target user's experience and respond to the core business purpose of the application. The insights received from actual users helps to validate the overall objectives, identify the user pain points, and address the issues over time.

If you want to present how exactly your final product will look like, or manifest the main design elements, prototyping is the best way to give the big picture to the end user. It further helps to run multiple test areas while saving your resources. If you are looking for investors to work on your project, a tested prototype is the best way to demonstrate and pitch your product.

Should PoC, Prototype, and MVP be Throwaway Builds (Minimum Initial Investment)

It is always better to look at PoC and MVP as throwaway codes. If your business idea takes momentum and finds traction, it is vital to build everything from scratch with architecture and design to cope with it for the next 3 to 5 years. 

For PoC, think of the least expensive way to implement. Typically, when developing a PoC, factors like  product scale, architecture, UI elements are not considered. Instead, the requirement is to check on technical feasibility and customer feedback on your new product idea or a particular feature.

With all things considered, your PoC will be a hardly scalable piece to turn out for something decent. Hence, it is better to consider it as a throwaway build.

In relation to prototyping, it can be either a throwaway or a part of your final user interface, depending on the model type you select. For example, you can use rapid throwaway prototypes to receive user feedback and discard it later. These models are used to validate the system functionalities and requirements. Hence, it needs to be removed as it does not add any advantage to the final UX/UI elements.

For MVP, you may have to build in a way that could cope up with the demand for the next 12 to 18 months (Not a rule of thumb, but empirically proven ). It is common to see startups control the growth without hurting long term plans to build the post MVP version. However, for the long run, it is essential to opt for a complete rewrite ensuring your final product can have flexibility, extensibility and adaptation with upcoming technology and supplementary changes.

A Guide to Choose from Poc, Prototype, and MVP

Exhibiting a decision matrix using a table. - includes questions and scores for users to choose the correct method for their products.

Check out the reference tables at the end of this article.

Decision Matrix

ParametersPOCPrototypeMVP
Use CaseFor Technology/Market/Behavior disruption (completely new idea, so need to prove a concept is viable to build)To verify user journeys and messaging in a solution are understood by the intended users. Save time and money. Could used to attract seed fundingGet actual users to use your solution to solve the identified problem. Evaluating your solution solves the problem in an acceptable manner. Gather feedback from users to improve upcoming versions of the solution. Aim to the initial target audience response
PurposeTo verify technical/market/behavioral assumptions before getting down to development. / To clarify which way to go with the development. Convince internal stakeholdersMake the application usable for its intended users. To assure that the end users could navigate and get the job done using the solution. It is the working model of several aspects of your product. Prototypes help make decisions about product development and reduce the no. of mistakes and waste.To prove, your solution is effectively solving a problem and it is effective enough for the customer to pay for solution.To get the minimum version of the product to the market
Form of implementationMost rudimentary implementation to prove the relevant disruption is viable to implementHigh or Low fidelity Wireframes/UI, users could navigate through different screens but nothing has been implementedUsable solution by its real user, just to solve the identified problem (nothing more, nothing less)
Target audienceInternal users (Decision makers about the project GO/NO GO)Specifically selected sample of target audience (real users). Should be able to access more than once to verify the prototypes (should be able to involve with iterative process of prototype building)Sample of target audience. Easily accessible, Give genuine feedback. Test the product with a pre-selected potential customer group
CostLess budget and is ideal to collect internal funding. Might have to invest on new tools and accessories.Much less cost to build the prototype compared to PoC or MVP. More time/resources spent here saves time/resource at the expensive development phaseNo compromise on quality as the end product would be used by real users. Cut the cost by reducing features, not the quality. Well-defined budgets and looks for investment
Human ResourcesRequires technical experts to develop the basic concept. Could involve tech related R&DLess technical resources as no coding / development is involved. Need to recruit testers, Iterative design processesHere you are developing the actual product (at a smaller scale with less features) So needs full technical expertise
Risk EvaluationPoC involves the highest risk or all. But lessen the risk in upcoming phases.Reduce the risk in terms of user satisfaction in product navigationReduce the risk of losing time and resources of the full scale development
User InteractionN/A since is its used internallyGives an overview to the end user how the end product will look like with basic elements and navigation. Highly interactive with users but without real functionality.Full user interaction. UI/UX, Key Functions and even feedback from users also a part of interaction
Apparent time to createIf you have several options or if you uncertain about the feasibility of the conceptWhen you are confident about your idea and needs to start and test the design processWhen you are positive about the idea and the design, and ready to launch it to the market
When to Show the investorsPre-seed / SeedPre-seed / SeedPre-seed, Seed, rarely for Round A
CashflowNegative (expenses only)Could leads to Positive cash flows from Investors (Seed level)Should lead to Positive cash flows from service revenues & Investors
Extended useCan be used to develop MVPOutput can be used to develop the solution. No waste. If the prototype consist of UI design, it could be used for the developmentCan be expanded and used for the full version of the product. You may have to throw away the code (Do not hesitate to do so)
What you should not do?Invest time/resources to make the PoC usable to others.Implement things that have been already proven Use placeholder content or graphics.
Train/Assist testers. Test how UI/UX work on real environment 
Compromise on quality
Implement extra/supplementary  features
Outsource or in-house workAt this stage, you are working on an idea to check out its possibilities of turning it into reality. Hence, it is ideal to do in-house to ensure that your concept would not be revealed to third parties /competitors.Prototypes can be fully outsourced as they will be exposed to the public for test-run purposes.MVP can be done internally or with the contribution of a third party. A mixed team is preferred here to build up the product. Here, the expertise (outsource party) can help with the best techniques while the in-house team is conscious of the progress/development plan.

Final Take Away

Building a solid foundation is essential to deliver a successful software product. Your PoC, prototypes, and MVP will be your foundation for the process, with actual feedback. They will help you to iterate the product process and enhance the features to meet the user requirements or the ‘real-needs’.

However, software product development is not limited to paying attention only to the initial process but is involved with many crucial steps that need to be considered throughout the proceeding. With that note, the next phase of the development process will be discussed in future articles.

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PoCs, MVPs, Prototypes & Throw Away Codebases for Software Product Development

The development of a successful software product requires excellent preparation with a series of steps. Brainstorming, planning, incorporating ideas, designing, QA are a few actions that are involved with the proceeding of product development. Each step helps to validate the stability and the effectiveness of the final product, and hence it is crucial to give equal attention every step of the way.

This is the second of our series of articles where we look into the basic elements that every expertise considers before developing a comprehensive software product. If you would like to keep up from inception, check our first article using the link below.

Link to our first article – The Essential Guide to Software Product Development.

If you are involved in a startup that is based on a new software product, these articles can help you understand the basics of how to go about it in the most economical and methodical way.

Disclaimer 

This is based on 20+ years of experience in software product development. After seeing projects succeed, fail, survive, happy clients, angry clients etc. Encountering a mix of positive and negative things has helped this article to chip in a balanced view. It will further assist to learn how to succeed or fail with minimum damages or minimize disasters.

Significance of Software Development for Businesses

Software products have become one of the crucial needs to enhance and upscale any business. Automation of processes through software development helps to cut downtime and manual techniques for a smooth operation.

Streamline of internal functions, improved client experiences, feature-rich additions to the market are some top-notch features of software products that have made it super consumer effective while growing its popularity in every industry. 

Problem Analysis

When you boil it all down, you will notice that the initial step of software development is identifying the problem. In other words, the need for a software product comes with addressing a particular issue. 

Identifying and addressing the problem will ensure that you have developed the right solution as a software product. However, it is also essential to reckon that the problem and the requirements can be transitory and are likely to change over time. 

Looking into the end-users or the target market is another critical point here. While collecting brick by brick for the development process, it is essential to pick out where your final product is going to fall. This could be Business-to-Business (B2B), Business-to-consumer (B2C), Business-to-Business-to-Consumer (B2B2C), or an internal software product development.

Once you have identified the problem and where the final product falls, take notes and put it out in a writing document to present for a group of people or your team. This allows you to receive multiple perspectives and dig deeper to understand the root causes that affect and manifest the main problem.

Pinpointing the primary problem, connecting the contributing factors, identifying the affected people (Eg, project sponsor, customer, user, management), defying the scope of the solution, and recognizing the solution constraints helps to analyze the problem, understand the affected areas and address them accordingly. 

Idea Validation

The ultimate goal of idea validation is gathering evidence that your project will end with a paying customer or increase efficiency (to save time or cost). It helps to see the viability of your concept and how it will work in the real world.

Idea validation helps to reduce risks, speed up delivery and minimize costs. Below are a few questions to analyze the demand for your idea or to determine what the final product will achieve.

  1. Are you targeting the right audience with the correct problems?
  2. Can the final product help customers/users get their jobs done?
  3. How often do they need to use the product?
  4. Can your app solve a problem in a new way? Or is their innovation involved?


Setting up measurable and clear objectives is essential to determine how the idea will validate in the real world. In addition, formulating a hypothesis, developing a value proposition further enables you to get a clear answer.

PoC, Prototype, and  MVP

A substantial part of idea validation is covered by following three main ways; use of a Proof of Concept (POC), Prototypes, or a Minimum Viable Product (MVP).

To make it more comprehensible, check out these working definitions for PoC, Prototype, and MVP.

PoC- Works in a controlled environment with a set of preconditions. Typically, a PoC is operated by the technical team and cannot be used by the outside world. However, PoC helps to demonstrate the core challenges or the processes for a particular problem can be addressed using the solution proposed.

Prototype- Gives a clear picture of the design and the user journeys  of the application to make sure end-users could use the application conveniently. Users can mainly see the UI/UX aspects here but not the internal functionality.

MVP – A segment of the target audience will  use MVP to solve a real-world problem. An MVP is bound with limitations and may not have many features. But the core functionality can be used to benefit from the system.

Depending on the situation, software companies use PoC, Prototypes, MVP or a combination to validate and receive feedback for the final solution.

Proof Of Concept (POC)

A PoC helps to pursue ideas before approving them for further testing. It helps to identify the feasibility of the concept and identify potential issues that may affect the final product’s success. Using a PoC, you can determine whether the product can feasibly develop to solve the problem you are trying to solve.

For the most part, a PoC is developed internally in a controlled environment and cannot be assembled or changed. It is a skeleton of the final product with minimal features to test out and distinguish how it will work in the real world.

Given below are a few advantages of developing a PoC during software development.

  • It helps to choose the most appropriate technology for the development process.
  • Simplify and improve the software functionality
  • Receiving valuable feedback before building the actual product
  • Potential to get onboard clients before official product release
  • Avoid costly mistakes
  • Increases the chances of commercial success

Prototyping

A Prototype is an iterative process that is used to ascertain the UI/UX aspect and visualize your product to validate the user journeys. It will demonstrate the critical design elements and the user flows using wireframes and storyboards. It helps define the features that need to be included and makes up a model to expose the errors in studying and designing.

Typically, there are four prototyping models, namely, Rapid, Evolutionary, Incremental, and Extreme. In most cases, following a PoC, a prototype is used to obtain further details of your final product and to see how it looks and users would use the features in the end. 

Identifying customer needs, enhancing product workflow with better understanding, identifying design and related mistakes are a few advantages of prototyping in your early product development process. 

Most importantly, you can also use it as an opportunity to reach the users at an early stage and get their feedback before putting your product into the market. 

Credential App

Reader App

Prototype of Credential App – Live demo

Prototype of Reader App – Live demo

Minimum Viable Product (MVP)

Typically, before releasing a full-fledged product, an MVP is used to collect feedback from early customers. The responses from the real world help developers to work on the versions and improve the product accordingly.

An MVP consists of the core features and the minimalist design that deploys the final product. The basic infrastructure is developed using the least possible expenditures and has certain limitations. Positive and negative feedback received from MVP help validate the idea of the final product and see the potentiality of its success. It can also be used to solve an existing problem or could be used to improve the efficiency (cut down of effort taken, time taken, or cost involved) of a task.

MVP introduces efficiency to a selected task (core problem your application solve), and there could be many other auxiliary features that could improve the efficiency of the same job. But with the MVP mindset, you will not try to include those complementary features in the solution you provide at the MVP stage. So, again, that’s why we call it MVP. Solve the intended problem, but nothing more, nothing less.

There are different types of MVP concepts that can be used based on the purpose. Software prototypes, product designs, concierge, landing pages, piecemeal, demo videos, and wizard of Oz are  some of the main ways the MVP concept is used. Dropbox, Amazon, Airbnb, and Facebook are a few well-known examples that started with the MVP technique.

Below are the key advantages of using MVP.

⦁ Avoid lengthy unnecessary work
⦁ Gain insights on product viability and usability
⦁ Saves project time and money
⦁ It gives clarity around the final product idea
⦁ Analyze market demand

When you disregard all non-essential features, that brings the time to market your product less and cost to develop your product less. These are the pillars of lean product development.

Choosing between POCs, Prototypes, and MVPS could be crucial to find the aptest solution for your business proposition. Furthermore, after considering all these essentials, you could decide on selecting them as throwaway codebase elements or not. Hence, our preceding context will discuss the guidelines and the necessities to choose between these elements.

We want to thank Chalinda Abeykoon for being a part of this effort and adding value to this article by sharing his insights and experience.

Stay tuned for our next article.

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How Fidenz, a Software Product Development company helped Iper to scale its business by leaps and bounds

Iper Direkte AS is a Norwegian-based marketing company that provides up-to-date marketing-related information about consumers and businesses to interested parties. The type of information they provide includes personal, property, vehicle, and more. Iper uses a powerful matching system to identify and extract the above information to be used by its clients.
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The Essential Guide to Software Product Development

Software product development is an avenue with immense potential across a range of industries. However, with these ample software product development opportunities comes concerns that businesses might not think about or fully understand before developing their software.

There are common issues, such as increasing customer demands and limited resources, as well as issues that are specific to your business that can be solved using software products or platforms.

These software products and platforms can help your business succeed in two primary ways. First, they can help you expand your business through various means such as improved marketing and outreach or even analysing data for new markets your business could fit. Second, they can help increase your business’ efficiency leading to a larger profit margin allowing you to direct your revenue towards more growth.

So, as the first step to our series of articles, we will guide software product development and introduce the opportunities that await your business within this field.

Disclaimer

The information discussed in this article bases its report on 20+ years of experience in software product development. This assessment comes from two decades of watching projects succeed, fail, survive, produce happy clients, and angry clients.

Therefore, this information will provide you with a mix of positive and negative aspects of software product development. This overview is purposefully inclusive, providing a balanced view of succeeding or failing within this endeavor with minimum damage or minimized disasters.

Why Should You Build a Software Product?

There are many reasons why a business would opt to build a software product. Despite the vast differences in building a software product and most traditional retail products, the reasons for making your software product are similar to creating any other product or business:

  • You have an idea for a new project: If you have an idea for software that solves a problem more efficiently, you could have an entirely new project idea, with the core of the project being increasing the efficiency of your business.
  • You have an idea for creating a support service: If you have an idea that will help save time, money and ultimately leads to better profitability within your field, or even within another area, that could be a seed to build a software product around that.
  • You need software to suit your unique needs: Most of the time, people create software and other inventions or upgrades based on their needs. Sometimes, out of the box products do not suit your unique needs. While it still might be cheaper to create a workaround to manage this issue with the out of the box option, sometimes that is not possible. Therefore, it is worth the time, money, and effort to save yourself (and others) these headaches in the long run.

How to Start a Software Product Development Project?

Starting a software product development project is not an easy feat, regardless of the tools and options you have at your disposal. However, it certainly does help to know that you do have options. You do not need to start from scratch as there are primary resources available for nearly any kind of software you intend to develop.

Here is what the technological world has to offer as cornerstone options to kick off your software product development:

PoC

Proof of Concepts (PoC) help you prove that your software will work in the real world. This demo system simulates real-world stressors on a concept to ensure the real version of the conceptualized design will perform as designed.

This environment test helps prove that the concept will work, before the time, money, and energy gets invested in creating the real deal.

MVP

Minimum Viable Product (MVP) is a resource that decides whether your software product can actually solve the problem you intend to solve. MVPs are especially important with software development because it tests the idea of change versus need. MVP will determine whether your software is solving an actual problem your end users are experiencing and if they’re willing to pay for that solution.

Throw away vs. Built to scale

Throw away and Built to scale are two fairly self-explanatory methods to start your software product development.

Throw Away Software

Utilizing the throw away approach to starting your software product development means you built either a PoC or MVP you know cannot be turned into a commercial product. It’s typically built with minimal time and resources purely to test your idea. Once you’ve tested your idea, you’ll need to completely scrap all previous development and rebuild the software product from the ground up. This allows you to confirm you have a strong idea for a software product without wasting time or resources.

Built to Scale Software

Much like the name suggests, built to scale software is a product and resource that should grow with your business needs.

While a throw-away software build is a bandage, build to scale software is a skin graft. There are many opportunities within the build to scale software development because it intends to evolve and thrive even though the upfront costs are higher.

Should You Use a Throw Away Build or Scaling Build for Your PoC or MVP?

A lot of throw-away builds are specifically for PoC or MVP. These builds require minimal time and investment, as they are only demoing your concept. If your idea for your software product is unique or completely new to its target market, then building a throw-away product allows you to test your idea with minimal resources.

However, most software product development projects should start with scaling in mind. Built to scale software does take a moderate initial investment but pays off if you continue because you have already laid the groundwork for the actual product, instead of just a demo. If the solution you are building revolves around a proven business model, then using a scaling build will allow you to grow it faster as you’ll already have a usable code-base.

Decide Your Tech Stack

Besides having options for creating concept designs, technology advancements also offer you different options for your preferred tech stack.

Using similar Open Source projects Vs. Built from scratch.

The foundation of your software will come from two broad options:

Open Source Projects: Open source projects are created by other software developers or coders who have shared their work with the general public. If you can find an open-source project to help frame your software development code, you can cut out a lot of initial time, money, and resources.

Pros of Similar Open Source Projects:
  • Low initial costs
  • Highly reliable (not every project, but you could easily figure out the quality)
  • You still have the flexibility to make it yours.
Cons of Similar Open Source Projects:
  • There are potentially long-term costs needed to keep it running.
  • Would not match with your exact requirements
  • It could pose serious security risks.

Building from Scratch: Exactly how it sounds, building from scratch creates an entirely new code without any business specific foundation to start you off.

Native vs. Cross-Platform

Building your software product as a Native or Cross-Platform solution will be a decision that you need to make if you are creating an app for mobile devices. Thankfully, the basic concept of native and hybrid software development is relatively easy to understand.

Native: Native app design is when everything for that app is designed specifically for one operating system (iOS or Android.) While you can create an app for each platform, you will have to deal with multiple code bases instead of one.

Cross-Platform: This option of app development ensures one code base produces an app for each operating system.

Remote vs. In-House Team

Remote work is becoming more commonplace, but there is still a notable divide on whether you should hire a remote team or keep your development team in-house.

Remote Team

Hiring a remote team in this context means you are outsourcing your software development team. Therefore, remote resources are all contractors who don’t work for your company, even though they can be bound to secrecy and nondisclosure, depending on your agreement’s arrangements.

Pros of a Remote Team:
  • Low cost (usually one third compared to inhouse)
  • Minimum commitment (you could terminate your contract easily)
  • Quick kick-off
  • Fast turnaround
  • Diverse tech skills (on demand)
Cons of a Remote Team:
  • Their commitment to you can also be minimal.
  • More of a security threat
  • Could just disappear without finishing the job
In-House Team

Creating an in-house team is an investment. Chances are, if you are developing an in-house team, you are expecting to be in it with the same people for the long haul.

Pros of an Inhouse Team:
  • Easy Communication
  • You get to know their work habits.
  • You have more control over their loyalties.
Cons of an Inhouse Team:
  • High cost due to:
    • Full-time (or Part-Time) Salaries
    • Other Benefits
  • Difficult to find skilled resources
  • Takes a long time to build an effective team.

Make Your Software Future Proof

Of course, no one knows what the future holds but by making an effort to future proof your software product before you spend too much money and time developing it. Here is the best way to future proof your software development:

  • Validate the idea with minimum cost
  • Your project may or may not succeed but invest time to think about both scenarios before kicking off the project.

Where Can I Find More Information on Software Product Development?

This essential guide to software product development provides all of the basics you need to kick-start your software product development efforts. Of course, there are an extensive set of details to each section of this guide that will help you develop your software product in the most efficient and effective way. So, we will be creating future guides to each specific aspect of this overall guide you can utilize for a comprehensive look into software product development and how it can help your business thrive.

Link to the next blog – PoCs, MVPs & Throw Away Codebases for Software Product Development

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