Introduction
AI is a strategic tool that helps us in every aspect of life. It greatly helps business owners in retail, advertising products, finance, and many other areas. It is not just a strategic tool for us, but also a solution to all our problems. Many business owners invest substantial sums in AI software to improve their precision in their work. It can vary from a few pounds to more than a thousand pounds. This investment depends on the AI software that companies are investing in. Large AI software requires more money, while small software like chatbots requires less. It depends on the work and activity of the AI software. Let us discuss about pricing of AI software in the UK.
AI software is customized by nature and depends on what kind of traditional software is needed, according to the performance and tasks. These software are according to business objectives, workflows, and data. Prices depend on these factors.
Let us pinpoint some of the main factors on which pricing depends. These are:
-The difficulty of the issue you’re trying to resolve
-The generality and volume of your data
-AI patterns that are needed (whether a small one or a large integrated one)
-The degree of integration with current systems
-The level of experience of the development team
AI software and its costs:
There are three custom AI software in which AI tools are integrated. These are basic AI, Intermediate AI, and Advanced AI.
Basic AI:
Basic AI includes tools like Rule-based chatbots, simple classifiers, Chat assistants, and other small tools. These tools are not very pricey. The cost is around £5,000 – £15,000.
Intermediate AI:
Intermediate AI includes tools like NLP, recommendation engines, forecasting, predictions, and many other intermediate AI tools. These tools are slightly pricier than basic AI tools because of more functions and tasks. The cost is around £15,000 – £100,000. They are pricier because they need a whole system of software to perform tasks.
Advanced AI
Advanced AI needs a whole system to perform tasks. They are integrated into a machine to perform tasks. Their functions are more difficult and efficient. That is why this software is expensive. It includes deep learning, machine learning, and fraud detection tools. The cost is around £100,000 – £500,000. It can be more than these prices.
All these prices are estimated prices. These prices can be more than the mentioned prices.
Now let us discuss on what basis the cost of AI software is driven out.
Structured data:
Structured data is easier to work with. They do not cost highly. It may include transaction histories, Customer Relationship Management records, and other data like this. These are organized data, so it does not take a long time and the system to work on.
Unstructured data;
Unstructured data is a little difficult to work with. They need more patterns and annotations for performing tasks. These unstructured data include images, videos, and audio. This type of data requires preprocessing and already integrated data.
Simple models:
Simple models like linear regression and less data-centric tasks need fewer functions to generate results. That is why they are less expensive and are affordable for almost every company.
Complex models:
Some models, like deep neural networks, need GPU clusters to perform functions. To add these networks, the machine needs highly efficient software and training to perform tasks. That is why these tasks need expensive software to work in.
Before investing in this AI software, some small-scale tests can help determine whether AI is helpful or not. It is known as PoC.
What is PoC?
PoC stands for Proof of Concept. This helps to test whether AI software is helpful or not. It lasts around 4 to 6 weeks. Its cost is about £5,000–£25,000.
The project will start with a clear identification of the issue and success metrics with clear measurements of what we are trying to achieve, and metrics for how we will measure progress. Next, it will complete a data audit and sample data collection to ascertain what data we have and what data we still need to help tell the story. Next, the relevant model will need to be selected and tested with a small percentage of the data to ascertain if this works. A basic user interface (or an API) will also be developed to demonstrate how the model system works in practice. Finally, we will produce a feasibility report, including notes on what worked, the problems or issues, and next steps to focus on.
Now, let us discuss how AI software costs vary throughout the business for companies.
Marketing:
A simple Proof of Concept (PoC) for a FinTech credit scoring engine might cost around £20,000, while a fully functional version connected to customer relationship marketing, anti-money laundering, and compliance systems could exceed £180,000.
Retail:
A personalized recommendation system is simpler, so the PoC typically costs about £12,000, and a full-built version is for about £90,000 or more.
Medical:
Healthcare projects are often the highest costs, due to regulatory requirements and the need to connect to hospital systems. An approximate cost for a PoC is £25,000, and a full solution is £250,000 or maybe more than this.
Companies also overlook other costs, such as data purchases, cloud pricing, audits, training staff, and retraining the models as they learn from the evolving data. To boost the value for money from an AI system, companies should know the risk and its value as a priority by developing a small PoC at a lower cost, using pre-existing tools wherever possible, being focused on a genuine business problem, and ensuring high data quality. While AI applications are becoming more common with lower risk to deploy, and government support continues to grow, the cost of entry is going down; however, custom-built solutions of significant size will always require substantial cost investment.
In general, a PoC will require an investment of between £5,000- £25,000, and a full deployment costs £100,000-£500,000 and more. Employing a phased approach and budgeting can help mitigate the risks associated with developing AI systems.
By Wajeeha Khalid.
