SALI LMSS search tool: Automating SALI tagging with 99.1%-accurate AI search results

industry
Fintech
team size
10
country
United States
Client Name
273 Ventures
SALI LMSS search tool: Automating SALI tagging with 99.1%-accurate AI search results
SALI LMSS search tool: Automating SALI tagging with 99.1%-accurate AI search resultsSALI LMSS search tool: Automating SALI tagging with 99.1%-accurate AI search results
SALI LMSS search tool: Automating SALI tagging with 99.1%-accurate AI search results

Search bar

Right below the basic information about the tool sits the search bar where users can enter the legal text they need labeled. They can also enter a custom query, instead.

Search results are generated and updated seamlessly as the user enters or tweaks the input, without requiring any action on the user’s part. Users can also include or exclude specific words from the query or specify its beginning and end.

We tested the search workflow not just for accuracy and performance but for usability and intuitiveness as well. Based on the testing results and the subsequent tweaks to the search bar, the task success rate reached 92%.

SALI LMSS search tool: Automating SALI tagging with 99.1%-accurate AI search results

ChatGPT and SALI integrations

We integrated the tool with ChatGPT via REST API to enable state-of-the-art natural language processing for analyzing its input. Thanks to continuous sync with SALI’s GitHub repository, the tool always uses up-to-date results. We thoroughly tested the accuracy of the AI model's results and optimized performance to minimize response time.

Our improvements enabled the tool to generate responses in under a second, on average. We also tested the AI model’s reliability, which led to the final accuracy rate of 99.1% after our fine-tuning.

SALI LMSS search tool: Automating SALI tagging with 99.1%-accurate AI search results

Search results

By default, the generated search results appear in a table view, providing a quick overview of relevant tags. The table contains columns for the identified narratives, sections, labels, matches, and definitions, as well as the information sources and reliability scores.

We streamlined and simplified the table view for search results, making it easy to review and browse. We also ensured that the table was dynamically updated as quickly as possible based on changes in the search query.

SALI LMSS search tool: Automating SALI tagging with 99.1%-accurate AI search results

CSV export

During user research, the ability to easily export search results was frequently mentioned as a desired feature. Based on that research, the CSV file format emerged as the most suitable export option.

So, we implemented the CSV export, making it simple and fast in the process. The tool doesn’t require any extra information for the download to begin: it literally takes a single click to download the search results. What’s more, users can choose which results to include in the table.

SALI LMSS search tool: Automating SALI tagging with 99.1%-accurate AI search results

API and source code use

In some cases, users may be hesitant to share their legal texts with an online tool because those contain sensitive data. In others, they may need the tool to deal with large text volumes that an online tool may struggle to process.

In either case, our client wanted to meet users halfway by enabling them to use the search tool via an API or run the source code directly. We implemented support for both options while ensuring they remained secure and performed well.

SALI LMSS search tool: Automating SALI tagging with 99.1%-accurate AI search results
SALI LMSS search tool: Automating SALI tagging with 99.1%-accurate AI search results
SALI LMSS search tool: Automating SALI tagging with 99.1%-accurate AI search results
SALI Standards Billing Compliance Tool | Darly Solutions Portfolio
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