Salesforce adds Einstein Copilot Search, vector database to its Data Cloud, to help enterprises take advantage of unstructured data for analysis, and build AI-based applications. Credit: SARINYAPINNGAM Salesforce is updating its Data Cloud with vector database and Einstein Copilot Search capabilities in an effort to help enterprises use unstructured data for analysis. The customer relationship management (CRM) software provider’s Data Cloud, which is a part of the company’s Einstein 1 platform, is targeted at helping enterprises consolidate and align customer data. The Einstein 1 platform, in turn, is a data engine with a low code and no code interface that is designed to let enterprises connect data to build AI-based applications. As part of the updates, Salesforce has integrated vector database support via the Data Cloud Vector Database feature, which makes it easier for the Data Cloud to handle diverse data types. “This database allows Salesforce customers to combine structured and unstructured data, creating a more comprehensive customer profile,” the company said in a press release, adding that once the unstructured data is added to the Data Cloud, it is automatically converted into a usable format across the Einstein 1 platform. This, according to the company, makes the unstructured data available for analysis and utilization across various workflows within Salesforce applications including Flow, Apex, and Tableau. Salesforce has also added an AI search capability to Einstein Copilot, which will allow the generative AI-based assistant to interpret and respond to complex queries from enterprise users by tapping into diverse data sources, including unstructured data. “Copilot Search will provide precise, contextually relevant responses in a user’s workflow and bolster trust with source citations from the Einstein Trust Layer,” the company said. The Einstein Trust Layer is based on a large language model (LLM) built into the platform to ensure data security and privacy. In order to take advantage of unstructured data via Einstein Copilot Search, enterprises would have to create a new data pipeline that can be ingested by the Data Cloud and stored as unstructured data model objects. These data model objects have to be transformed into data fit for use in AI applications by converting the data into embeddings, which are numeric representations of data optimized for use in AI algorithms, the company said, adding that these embeddings are then indexed for use in search across the Einstein 1 platform alongside any other existing structured data. The Einstein Copilot Search capability can also be paired with retrieval augmented generation (RAG) tools — which Salesforce supplies — in order to enable Einstein Copilot to answer customer questions. Answers comes with semantically relevant information, citing the knowledge sources used to craft the answers, the company said. Related content news AI is driving productivity and wage increases: Report In major labor markets, including the US, the UK, Canada, Australia, and Singapore, jobs requiring AI expertise are associated with a considerable wage premium. By Prasanth Aby Thomas May 21, 2024 3 mins Salaries IT Jobs Artificial Intelligence news IBM showcases Gen AI-driven Concert to monitor and manage enterprise applications Underpinned by the watsonx platform, IBM Concert will provide enterprises insights across applications to help reduce risk and compliance processes. By Anirban Ghoshal May 21, 2024 3 mins Generative AI IBM feature IT leaders look beyond LLMs for gen AI needs Not all enterprise use cases are best suited for large language models. New multimodal generative AI models and smaller models show promise for niche needs. By Paula Rooney May 21, 2024 9 mins Generative AI IT Strategy opinion Reducing CIO-CISO tension requires recognizing the signs Given competing pressures and priorities, CIOs and CISOs often find themselves at odds. Knowing where tensions flair and how your partner operates is essential to maintaining a productive partnership. By David Gee May 21, 2024 6 mins CIO CSO and CISO IT Leadership PODCASTS VIDEOS RESOURCES EVENTS SUBSCRIBE TO OUR NEWSLETTER From our editors straight to your inbox Get started by entering your email address below. Please enter a valid email address Subscribe