Designing Comparables.ai 2.0

The fastest, smartest, and easiest way to find and analyze
related companies and markets.

Comparables.ai, redefining financial analysis with AI and collective intelligence
Try for free

1. Background

In early 2021, Comparables.ai was founded by AI and finance experts in Finland to improve company analysis processes. Professionals in the financial industry typically face the following challenges:

1. Current tools rely on old technologies.
Industry classification codes are too broad to capture today's complex and diverse business models.

2. Insights from the previously conducted analyses are not saved and reused.
Due to outdated tools and inaccessible information, market analyses often generate lots of manual work (90% of analysis time can be reduced using new technology)

3. Analyses are prone to human error.
Relevant companies are easily unidentified, and cross-market insights are left out of the analysis.

Initially, we surveyed more than 100 participants to see if these problems are common in other markets. The results proved the need for a better solution. The next step was creating the core value propositions, validating them with investors, and building the first beta solution. In late 2021, Comparables.ai launched its first beta. Following the initial traction and based on key learnings from beta users the team started designing the 2.0 version in summer of 2022 - a complete upgrade to the platform.

Comparables.ai Beta design late 2021

2. Process

Design validation.

We maintained a tight collaboration with our Beta users and collected qualitative feedback through surveys and online meetings. Furthermore, qualitative feedback combined with user analytics gave various insights into usability issues, visual design, and core user flows. This information created the backbone of designing the 2.0 product.

Collecting Beta users' feedback.

During the summer of 2022, we organized a design sprint to co-design Comparables 2.0. Following the Google design sprint methodology, we started with the core user needs, value propositions, and learnings from the beta users. During this phase, our targets and objectives crystallized, and we developed a high-level experience map. Team members benchmarked service experiences that are premium, joyful and intelligent. The design sprint continued with everyone sketching the ideas, discussing and voting on the best ideas. Quick Figma prototypes were created and tested further.

Design sprint, co-design workshop.

Based on the positive responses from initial tests, the team continued further design validation sessions with prospects and existing users.

Design implementation and optimization.

Design is implemented based on modern agile processes in a multidisciplinary setup. In October 2022, the product was successfully launched after three months of development. Since then, our priority has been constant optimization based on user feedback and analysis.

3. Product

Comparables.ai is a fintech startup focused on providing company identification and recommendation technology to help financial professionals save time and improve analysis quality.

Comparables.ai is quickly gaining recognition as the kick-start company analysis platform for corporate valuations, benchmarking, market analysis, and M&A screening.

Our core users are valuation experts, Investment bankers, management consultants, asset managers, equity researchers, auditors, and tax advisors.

STEP 1  

Find relevant companies with AI 

Whether your purpose is for benchmarking, valuation, M&A screening, or market analysis, we help you find the most relevant companies.

Our AI model analyses and ranks the relevancy of companies based on
Peer group, Keyword, Topic, Industry, and Context. This AI model constantly improves through user interactions, such as adding companies to a peer group list. 
STEP 2
 
Make a review with AI insights

After finding relevant companies, the most common second step is to review the companies based on several KPIs such as (EBITDA, EBIT, Revenue, Market Cap, Enterprise Value, EV/EBIT, EV/EBITDA).

During this process, our AI will suggest new peers and provide AI insights on market challenges, trends and many more.
STEP 3  

Finalize analysis and export

Most usual last step for the analyst is to finalize the analysis and export data to MS Excel straight from Comparables.ai. It is very important for us to enhance daily workflow of an analyst.

Finally, an analyst can add or remove companies to the peer list based on the relevant KPIs. We have 81 data points for each public company that can be included in the exports. 

Design Principles

Functional

Ensure essential tasks are completed effortlessly in under three clicks.

Desirable

Playful elements and colors make the tool easy to use and more joyful.

Educative

The design adapts to educate users. For example, search bar colors change dynamically to indicate the search keyword strength.

Accessible

Making sure that important information and functions are perceivable, operable, robust, and understandable

Design Concept

During the design phase, we have chosen the card UI paradigm for its ease of use, modularity, and clarity. Familiarity with the cards interface reduces the learning curve for the users. Therefore, we have created various types of cards to guide our users: Company information, tips, upgrade, articles, feedback.

Company profile pages are designed to provide complex financial information in a simple way.

Analysis view to analyze the peer groups in-depth and export the information further.

Product Demo

Benchmarking analysis with Comparables.ai
Market analysis with Comparables.ai

AI Insights BETA (Premium Only)

On top of comparing companies, our AI can now compare markets and identify niches, drivers and trends with text generation.

1. With AI Insights, you can effortlessly analyze and benchmark your selected companies against their closest competitors using key financial metrics and valuation multiples.

2. The AI will also recognize the related markets and benchmarks the performance against your selected companies

4. Results

Comparables 2.0 has been received positively among users. It has been complimented for its clarity and ease of use. Design is an essential competitive advantage for us.

Furthermore, the new product helped us accelerate user adoption and increase user engagement with the AI. We believe in following Product Led Growth methodologies, where a key cornerstone is providing majestic customer experiences.

We're living in the AI renaissance right now, yet we are excited to bring AI models to the company similarity analysis. 

Comparables.ai is a pre-seed-stage start-up backed by a large group of notable investors. Read more on Helsingin Sanomat's story about Comparables.ai.

Comparables.ai, redefining financial analysis with AI and collective intelligence
Visit home page

“Comparables.ai helps us find the best set of comparables for the valuation of businesses due to its unique searching methods and the possibility to specify selection criteria.”

Benjamin Bosmans, Sharefunders

“I really like the product. Overall it’s intuitive and you have cut down to essentials. The ai function works well.”

Global Head of M&A