SIID Technologies
Studio Project

SIID Technologies

An AI-empowered evidence tool that introduced me to machine-learning in AWS and setting realistic expectations with founders.

Context

SIID leveraged the power of AWS to transcribe audio & video files and produce insights to aid in the evidence discovery process. This was one of the most complex and exceptionally challenging projects in my career, not just due to the complexity of the tool but the nature of testing with graphic police body cam footage. This was my first project as the Development Lead at Platform; all aspects of the product timeline, feature prioritization and build were my responsibility. The level of fidelity that we were able to achieve in an 8 week development window was impressive, but that was not without its shortcomings.

The original mockups were very high fidelity. I wanted law offices to be able to collaborate and have all of their info on one page. Originally, we wanted everything visible at one time. Given that the case files are often quite large, I realized quickly that it was not in the users best interests to have everything on display. Thus, we opted for a tab-based right hand column and put more emphasis on descriptive iconography.

Warning: Strong Language

siid final
SIID Primary Case Dashboard - Production
siid wireframe
SIID Primary Case Dashboard - Figma Wireframe

Basic Features Overview

The biggest mistake I made during this build was weak expectation-setting. We created a beautiful wireframe prototype in Figma and did not communicate proper expectations to the founder regarding feasibility. Since Platform used experimental development frameworks such as Bubble.io, and this was my first time experimenting with AWS, we couldnt 100% validate all of the designs right away. In the end, the product resembled the prototype pixel for pixel; the issue was that we couldnt create as sophisticated of a machine-learning pipeline that the founder had expected at launch.

With the understanding that our smart analysis would be simplified for launch, I focused on organizing data and improving the speed and collaborative nature of the tool. We wanted this to be the best budget evidence discovery option on the market. However, there are still many different ways to skin a cat. I found myself frequently saying "just because we can do this doesnt mean we should". One of our experiments was generating a wordcloud for users based on commonly repeated words or phrases.

Another challenging component of SIID was collaboration. Since this is a legal tool, security is one of the most critical components (as much as Id like to be subpoenaed). We designed the collaboration to mimic google drive file sharing, comments, edit history and tagging.

key moments
Case Dashboard - Key Moments & Key Word Wordcloud
collaboration
Case Collaboration - Sharing Access & Adding Teammates
onboarding
Case Introduction - Onboarding Tutorial Modals

Digging Deep on Transcipt Edit History

We wanted users to be able to see the original transcript and any edits they had made to it, as well as a history of all of those edits and who made them. Since we were time-constrained, my solution was to create an instance of that edit and mark it in the project notes so that the users could navigate to that instance and see the change.

Post-launch I was given the opportunity to spend more time on this feature. Rather than simply stating that a transcript was edited, the founder needed to see a history of these changes. Rather than reinventing the wheel, I looked for an existing product that leveraged this capability, and Google spellcheck/search history happened to offer an open-source API for this feature.

As you can see, our final edit history feature allows the user to engage with edits in multiple ways. A team member can view a log of the edit, navigate instantly to that section of the transcript, few a visual history of the edits, and even few that transcript blocks engagement history from the block itself.

edit history
Edit History - Notifications and Interactive Timeline
edit history 2
Edit History within the Transctiption Timeline
edit history gif
Edit History - Realtime Demonstration of Functionality
google api
Edit History - Google API Text Formatting Javascript

Results & Impact

To this day, this is the most advanced MVP I have crafted in my career. Since launch we have poured so much time and energy into the product that it is now in an exceptionally stable state. The mistakes I made during the development process were critical to my growth and success with our subsequent builds. I have learned to prioritize my relationship with the founder and properly set expectations. As a young developer, I tried to bite off more than I could chew, but I am a better leader as a result.

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