Moralo oa Seek AI Ts'ebetso ya Mantlha: Sesebediswa sa Marang-rang sa Tlhahlobo ya Dintlha ka Eric Wu ke mohlodi oa khau e hlomphehang haholo ya 2025 Moputso oa Tšepe oa A' Design Award Mokhahleong oa Tlhodisano oa Moralo wa Softwere.
TšepeSoftwere· 2025
Seek AI Ts'ebetso ya Mantlha: Sesebediswa sa Marang-rang sa Tlhahlobo ya Dintlha
ka Eric Wu
Moreki: Seek AI
Mohlodi oa Moputso oa Tšepe oa A' Design Award Mokhahleong oa Softwere
Mohlodi oa Khau ea Netefaditsweng
Netefatsa Boemo ba Khau bakeng sa #165510Moralo
Mabapi le Seek AI Ts'ebetso ya Mantlha: Sesebediswa sa Marang-rang sa Tlhahlobo ya Dintlha
Mongolo wa Buka: Seek AI ke sesebediswa sa marang-rang se dumellang basebedisi ba khoebo ho botsa dipotso ka dintlha tsa bona ka puo e tloaelehileng. Seek AI e fetola dipotso tsa puo ya tlhaho ho ba khoutu ya SQL ka ho sebedisa mefuta e meholo ya lipuo (large language models) le moralo o ikgethang wa mokgatlo (agent framework). Sethala sena se hokahane le mabenkele a dintlha a kang Snowflake, BigQuery le Redshift. Sebopeho sa puisano (chat interface) se kopantswe le sesebediswa se ka atolosoang sa ho fetola SQL (expandable SQL editor), e leng se dumellang hore dipotso tsohle di hlahlojwe le ho ntlafatswa. Phanele ya mothusi e tshehetsa mosebetsi ka hare ho sesebediswa sena sa ho fetola. Basebedisi ba boetse ba kgona ho theha ditshwantsho tse bontshang dintlha (visualizations) le ho arolelana temohisiso le basebedisi ba bang.
Kamohelo
Mabapi le Moputso oa Tšepe oa A' Design Award
Seek AI Ts'ebetso ya Mantlha: Sesebediswa sa Marang-rang sa Tlhahlobo ya Dintlha ke mohapi oa Moputso oa Tšepe oa A' Design Award, kananelo e hlomphehang e fuoang meralo e metle e finyellang litlhoko tsa porofeshenale le tsa indasteri tse lebelletsoeng ho lintho tse hlahisitsoeng tse entsoeng hantle. Bahapi ba Tšepe ba bontša bokhoni bo boholo, bokhethehi bo phahameng, kutloisiso ea litsebi le bokhoni ba boqapi ba baqapi ba bona. Seek AI Ts'ebetso ya Mantlha: Sesebediswa sa Marang-rang sa Tlhahlobo ya Dintlha e lebelletsoe ho ba ntho e hlahisitsoeng e hlomphuoang haholo, e ratoang le e ratehang, e sebetsang le e nang le mehopolo e mecha. Moralo ona o hapileng Moputso oa Tšepe oa A' Design Award o kenyelletsa mekhoa e metle ka ho fetesisa ea indasteri mme o na le litšobotsi tsa theknoloji tse nang le bokhoni tse amanang le tsebo le talenta. Ka lebaka la botlalo ba eona, Seek AI Ts'ebetso ya Mantlha: Sesebediswa sa Marang-rang sa Tlhahlobo ya Dintlha e tšoanelehela tlhompho mme e entsoe ho fana ka ntlafatso ea bophelo e thusang ho etsa hore lefatše le be sebaka se molemo.
Ka Mora Moralo
Sete ya Boraditaba
Litlhaku, ditho tsa sehlopha le lintlha tsa botekgeniki tse fanoeng ke moetsi wa moralo.
- Boleng bo Ikhethang
- Seek is a generative AI platform that empowers business users to query their datasets and frees up data teams from ad-hoc requests for analysis. It automatically converts natural language questions into high-quality SQL code. With the efficiency of Seek, data teams are able to focus more on big questions that matter.
- Boholo le Phuthelo
- Seek AI is a web application built with technologies like Next.js, React, and Django. Seek connects to popular data warehouses such as Snowflake, BigQuery, and Redshift. Seek uses a custom agentic AI framework to generate data queries based on natural language questions from the user.
- Lithegi
- Generative AI, enterprise application, data analytics
- Theknoloji ya Tlhahiso
- Seek AI utilizes large language models to generate queries.
- Phephetso ya Moralo
- The challenge was balancing the precision of a data-driven interface with the freedom of an AI chat bot. Research and practice have shown that an entirely uncontrolled AI chatbot performs poorly on structured data, which has low tolerance for any degree of mistakes. On the other hand, user satisfaction greatly increases when the AI has more perceived autonomy and performs more like humans. The design of Seek AI treats the precise SQL editor as an expandable feature within the chat, while also allowing for the option to engage with it solely. A side AI assistant in the editor itself provides the continuity of AI interaction, while acknowledging that in the technical editor interface, AI becomes an assistant to the precision and lets the user take agency. This approach proves to be highly effective as users are able to freely toggle between the two modes of working and ensure that queries are accurate.
- Dipatlisiso
- In the design process, I conducted user research with multiple clients who agreed to be design partners. The research focused on how people perceive accuracy and precision in the context of AI-generated data queries. We found that while people ultimately value precision the most (as they claim), user satisfaction was actually less with a system that is more guardrailed to be precise than making errors. With humanized AI systems, users gain satisfaction from responsive engagement with the system, even though the primary function of the system may be productivity and accurate data queries.
- Kgothaletso
- I have designed this product with the mindset that data tools should be both accessible and efficient. With the rise of generative AI, we're at a unique intersection in design where complex mental models can easily be explained away by AI. However, AI also runs the risk of simplifying things too much and losing accuracy in the process. As a data-centric software, it is paramount that Seek maintains accuracy and precision alongside any usability improvement brought by AI.
- Nako ya Projeke
- The project is receiving continuous feature updates. The current iteration was has been developed since the beginning of 2024.
- Tsamaiso ya Mosebetsi
- With Seek AI, users can ask questions about their data in natural language, and Seek would generate queries for them. This makes it easier for data professionals to write queries for complex datasets. Additionally, Seek allows users to create visualization or share insights with collaborators.
- Litho tsa Sehlopha
- Eric Wu
- Litlotla tsa Setshwantsho
- Image credit: Eric Wu
Video credit: Eric Wu
E Tshehelitsweng
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