RPGMatch Machine Learning 

rpgmatch-header

20,000+

data points analyzed

10M

user target

<3

months to build
BUSINESS PROBLEM

Playing TTRPG goes beyond just playing time and games. There are play styles, safety tools, and play environments. Complicating things further, many games last more than one session and can span months or years. To solve this, RPGMatch built a questionnaire with over XX questions. As players answered the questions and engineers looked at the data, It became clear that there were too many data points to program an algorithm that is accurate and robust. 

RPGMatch realized they needed a better technical solution for matching players on their social network.

rpg-match-1-1
TECHNOLOGY SOLUTION

RPGMatch approached Metal Toad with the need to use their user data and match users together into potential groups for playing TTRPGs with.

Metal Toad set up a webhook for API Gateway, to get new surveys as they were filled out. The data was processed and stored in Dynamodb, where it could easily be analyzed and Metal Toad data scientists could decide what features were needed. 

Once the preliminary data review was done. Metal Toad used SageMaker to try different machine learning algorithms. After several tries, Principal Component Analysis provided the best matches with the current data. 

With the matching algorithm ready to go. Metal Toad integrated it into the data pipeline to make the whole process seamless. 

IMPACT

With a complete data pipeline with integrated ML, users can now be matched in seconds. Using ML instead of traditional programming has meant that RPGMatch has gotten matches quicker and they are already looking at how to improve matches by iterating on their questionnaire.

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ABC
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BUSINESS PROBLEM

The sales team at ABC was feeling a lot like substitute teachers, bogged down with cumbersome old tech and processes at crucial moments.

 
TECHNOLOGY SOLUTION

A clear solution emerged: a single app that the sales team could use with any mobile device or computer

 
IMPACT

The new system revamped the entire sales process, making it faster, easier, and more efficient. 

wheel of fortune
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BUSINESS PROBLEM

Whenever a big sweepstake was launched, avid fans would descend on the website and often overtax its servers. 

 
TECHNOLOGY SOLUTION

Moving the site’s servers to the cloud provided the elasticity Wheel of Fortune needed. 

 
IMPACT

When the team launches new sweepstakes, preventative scaling is used to double, triple, or even quadruple their capacity to match expected traffic.

DC
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BUSINESS PROBLEM

DC Entertainment site is routinely crawled by third parties looking for security vulnerabilities or new leaks ahead of announcements.

 
TECHNOLOGY SOLUTION

ML Log evaluation. We started by setting up a data pipeline that replicated the manual process Metal Toad had been doing for years

 
IMPACT

Quickly identified new threats. The ML Log Monitoring solution quickly found two groups of IPs for evaluation. 

fox
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BUSINESS PROBLEM

Fox needed a transformation to streamline operations, maximize efficiency, and optimize coordination. 

 
TECHNOLOGY SOLUTION

The new platform will replace legacy systems with a solution that unifies viewer experience and aligns operations across the enterprise. 

 
IMPACT

Fox now has in hand the detailed plan they need to make Fox Mississippi a reality.

philadelphia orchestra
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BUSINESS PROBLEM

When approaching Metal Toad for a potential partnership, they made it clear that their current website was falling short.

 
TECHNOLOGY SOLUTION
Metal Toad improved usability, access to interactive modules, and site-wide responsiveness while optimizing Orchestra content for online search.
 
 
IMPACT
Visitor experience enjoyed vastly improved overall site usability, including ordering tickets, access to events calendar, quick-and-easy donations, and social sharing.
 
Sony-logo
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BUSINESS PROBLEM

Search results were stale, poorly ranked, and simply not delivering the content that users demanded. 

 
TECHNOLOGY SOLUTION
Metal Toad proposed a custom search solution that was scalable, reliable, and free from licensing costs or vendor lock-in.
 
 
IMPACT
A 40% increase in relevant hit rates, drastically reduced search page load times, and overall improved visitor satisfaction were reported within the first week of launch.
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