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		<title>Voyage AI Tackles AI Hallucinations with Advanced RAG Tools</title>
		<link>https://hub.dakidarts.com/voyage-ai-tackles-ai-hallucinations-with-advanced-rag-tools/</link>
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		<dc:creator><![CDATA[Dakidarts]]></dc:creator>
		<pubDate>Fri, 25 Oct 2024 12:55:53 +0000</pubDate>
				<category><![CDATA[Tech Trends 📡]]></category>
		<category><![CDATA[AI 🤖]]></category>
		<category><![CDATA[AI]]></category>
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		<category><![CDATA[embedding models]]></category>
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		<category><![CDATA[Generative AI]]></category>
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					<description><![CDATA[Voyage AI is developing innovative RAG tools to address the issue of AI hallucinations. By building custom AI models, the company aims to enhance the accuracy and reliability of generative AI systems.]]></description>
										<content:encoded><![CDATA[
<div>
<p id="speakable-summary" class="wp-block-paragraph"><a href="https://hub.dakidarts.com/tag/ai/">AI</a> <a href="https://hub.dakidarts.com/tag/tech-trends/">tends</a> to make things up. That’s unappealing to just about anyone who uses it on a regular basis, but especially to businesses, for which fallacious results could hurt the bottom line. Half of workers <a href="https://www.salesforce.com/news/stories/generative-ai-statistics/#:~:text=Half%20of%20the%20workers%20surveyed,AI%20introduces%20new%20security%20risks." rel="nofollow noopener" target="_blank">responding</a> to a recent survey from Salesforce say they worry answers from their company’s generative AI-powered systems are inaccurate.</p>
<p class="wp-block-paragraph">While no technique can solve these “hallucinations,” some can help. For example, retrieval-augmented generation, or RAG, pairs an AI model with a knowledge base to provide the model supplemental info before it answers, serving as a sort of fact-checking mechanism.</p>
<p class="wp-block-paragraph">Entire businesses have been built on RAG, thanks to the sky-high demand for more reliable AI. Voyage AI is one of these. Founded by Stanford professor Tengyu Ma in 2023, Voyage powers RAG systems for companies including Harvey, Vanta, Replit, and SK Telecom.</p>
<p class="wp-block-paragraph">“Voyage is on a mission to enhance search and retrieval accuracy and efficiency in enterprise AI,” Ma said in an interview. “Voyage solutions [are] tailored to specific domains, such as coding, finance, legal, and multilingual applications, and tailored to a company’s data.”</p>
<p class="wp-block-paragraph">To spin up RAG systems, Voyage trains AI models to convert text, documents, PDFs, and other forms of data into numerical representations called vector embeddings. Embeddings capture the meaning and relationships between different data points in a compact format, making them useful for search-related applications, like RAG.</p>
<figure class="wp-block-image aligncenter size-large"><img  fetchpriority="high"  decoding="async"  class="wp-image-2887521"  src="https://techcrunch.com/wp-content/uploads/2024/09/integration_voyageai_embedding-fd6763f557ed7fab652bca45682fa741.png?w=680"  sizes="(max-width: 1562px) 100vw, 1562px"  srcset="https://techcrunch.com/wp-content/uploads/2024/09/integration_voyageai_embedding-fd6763f557ed7fab652bca45682fa741.png 1562w, https://techcrunch.com/wp-content/uploads/2024/09/integration_voyageai_embedding-fd6763f557ed7fab652bca45682fa741.png?resize=150,48 150w, https://techcrunch.com/wp-content/uploads/2024/09/integration_voyageai_embedding-fd6763f557ed7fab652bca45682fa741.png?resize=300,97 300w, https://techcrunch.com/wp-content/uploads/2024/09/integration_voyageai_embedding-fd6763f557ed7fab652bca45682fa741.png?resize=768,248 768w, https://techcrunch.com/wp-content/uploads/2024/09/integration_voyageai_embedding-fd6763f557ed7fab652bca45682fa741.png?resize=680,219 680w, https://techcrunch.com/wp-content/uploads/2024/09/integration_voyageai_embedding-fd6763f557ed7fab652bca45682fa741.png?resize=1200,387 1200w, https://techcrunch.com/wp-content/uploads/2024/09/integration_voyageai_embedding-fd6763f557ed7fab652bca45682fa741.png?resize=1280,413 1280w, https://techcrunch.com/wp-content/uploads/2024/09/integration_voyageai_embedding-fd6763f557ed7fab652bca45682fa741.png?resize=430,139 430w, https://techcrunch.com/wp-content/uploads/2024/09/integration_voyageai_embedding-fd6763f557ed7fab652bca45682fa741.png?resize=720,232 720w, https://techcrunch.com/wp-content/uploads/2024/09/integration_voyageai_embedding-fd6763f557ed7fab652bca45682fa741.png?resize=900,290 900w, https://techcrunch.com/wp-content/uploads/2024/09/integration_voyageai_embedding-fd6763f557ed7fab652bca45682fa741.png?resize=800,258 800w, https://techcrunch.com/wp-content/uploads/2024/09/integration_voyageai_embedding-fd6763f557ed7fab652bca45682fa741.png?resize=1536,496 1536w, https://techcrunch.com/wp-content/uploads/2024/09/integration_voyageai_embedding-fd6763f557ed7fab652bca45682fa741.png?resize=668,216 668w, https://techcrunch.com/wp-content/uploads/2024/09/integration_voyageai_embedding-fd6763f557ed7fab652bca45682fa741.png?resize=1440,465 1440w, https://techcrunch.com/wp-content/uploads/2024/09/integration_voyageai_embedding-fd6763f557ed7fab652bca45682fa741.png?resize=708,228 708w"  alt="Voyage AI"  width="1562"  height="504"  title="Voyage AI Tackles AI Hallucinations with Advanced RAG Tools" ><figcaption class="wp-element-caption"><span class="wp-block-image__credits"><strong>Image Credits:</strong>Voyage AI</span></figcaption></figure>
<p class="wp-block-paragraph">Voyage uses a particular type of embedding called contextual embedding, which captures not only the semantic meaning of data but the context in which the data appears. For example, given the word “bank” in the sentences “I sat on the bank of the river” and “I deposited money in the bank,” Voyage’s embedding models would generate different vectors for each instance of “bank” — reflecting the different meanings implied by the context.</p>
<p class="wp-block-paragraph">Voyage hosts and licenses its models for on-premises, private cloud, or public cloud use, and fine-tunes its models for clients that opt to pay for this service. The company isn’t unique in that regard — OpenAI, too, has a tailorable embedding service — but Ma claims that Voyage’s models deliver better performance at lower costs.</p>
<p class="wp-block-paragraph">“In RAG, given a question or query, we first retrieve relevant info from an unstructured knowledge base — like a librarian searching books from a library,” he explained. “Conventional RAG methods often struggle with context loss during information encoding, leading to failures in retrieving relevant information. Voyage’s embedding models have best-in-class retrieval accuracy, which translates to the end-to-end response quality of RAG systems.”</p>
<p class="wp-block-paragraph">Lending weight to those bold claims is an <a href="https://docs.anthropic.com/en/docs/build-with-claude/embeddings" rel="nofollow noopener" target="_blank">endorsement</a> from <a href="https://hub.dakidarts.com/tag/openai/">OpenAI</a> chief rival Anthropic; an Anthropic support doc describes Voyage’s models as “state of the art.”</p>
<p class="wp-block-paragraph">“Voyage’s approach uses vector embeddings trained on the company’s data to provide context-aware retrievals,” Ma said, “which significantly improves retrieval accuracy.”</p>
<p class="wp-block-paragraph">Ma says that Palo Alto-based Voyage has just over 250 customers. He declined to answer questions about revenue.</p>
<p class="wp-block-paragraph">In September, Voyage, which has around a dozen employees, closed a $20 million Series A round led by CRV with participation from Wing VC, Conviction, Snowflake, and Databricks. Ma says that the cash infusion, which brings Voyage’s total raised to $28 million, will support the launch of new embedding models and will let the company double its size.</p>
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		<title>Find Your Big Exit: OffDeal&#8217;s AI-Driven Solution for Small Businesses</title>
		<link>https://hub.dakidarts.com/find-your-big-exit-offdeals-ai-driven-solution-for-small-businesses/</link>
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		<dc:creator><![CDATA[Dakidarts]]></dc:creator>
		<pubDate>Fri, 20 Sep 2024 08:03:43 +0000</pubDate>
				<category><![CDATA[Tech Trends 📡]]></category>
		<category><![CDATA[AI 🤖]]></category>
		<category><![CDATA[AI agents]]></category>
		<category><![CDATA[Artificial Intelligence (AI)]]></category>
		<category><![CDATA[Exclusive]]></category>
		<category><![CDATA[small businesses]]></category>
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		<guid isPermaLink="false">https://hub.dakidarts.com/?p=7785</guid>

					<description><![CDATA[Discover how OffDeal is revolutionizing the way small businesses find exits with the power of AI agents. Learn how our innovative platform can help you navigate the complex landscape of mergers, acquisitions, and strategic partnerships.]]></description>
										<content:encoded><![CDATA[
<figure class="wp-block-image size-large"><img  decoding="async"  src="https://res.cloudinary.com/ds64xs2lp/image/upload/v1726819083/OffDeal_qewol9.jpg"  alt="Find Your Big Exit: OffDeal&#039;s AI-Driven Solution for Small Businesses"  title="Find Your Big Exit: OffDeal&#039;s AI-Driven Solution for Small Businesses" ><figcaption>Find Your Big Exit: OffDeal's AI-Driven Solution for Small Businesses</figcaption></figure>



<div>
<p id="speakable-summary" class="wp-block-paragraph"><strong>OffDeal</strong> is the ultimate <strong>exit</strong> strategy for small businesses. Their <strong>AI</strong>-powered platform simplifies the process of finding the right buyer and negotiating favorable terms. Small businesses are the unsung heroes of the American economy, employing nearly half of America’s workforce and making up 44% of the country’s GDP. But when it’s time for small business owners to sell their companies, their options are limited.</p>
<p class="wp-block-paragraph">Some go to small business brokers or pass the business on to their children, while others just close up shop altogether. Large corporations traditionally use investment banks, like Goldman Sachs, to get acquired for the best price, but Wall Street giants don’t waste their time on acquisitions less than $25 million.</p>
<p class="wp-block-paragraph">Founded by a former investment banker, <span style="color: #3366ff;"><a style="color: #3366ff;" href="https://www.linkedin.com/in/eldarov" target="_blank" rel="nofollow noopener">Ori Eldarov</a></span>, and a former Meta engineer, Alston Lin, <a href="https://offdeal.io/" target="_blank" rel="noreferrer noopener nofollow"><span style="color: #3366ff;">OffDeal</span></a> is trying to bridge the gap by automating the work of investment banks to offer traditional M&amp;A services to millions of small businesses.</p>
<p class="wp-block-paragraph">The startup, part of Y Combinator’s Winter 2024 batch, created AI agents to discover good businesses to acquire, match them with institutional buyers, and create pitch decks to sell them. But customers never see the software. They only interact with human advisers, who work more efficiently thanks to OffDeal’s software product. That’s the pitch anyway.</p>
<p class="wp-block-paragraph">“The most important transactions in our lives, they all involve a human,” said Eldarov. “The big mistake that people before us have made is that they delegate everything to Python code.”</p>
<p class="wp-block-paragraph">OffDeal can help a small business find a buyer, or a buyer to find small businesses. In a demo, Eldarov showed how its AI agents can help with both.</p>
<p class="wp-block-paragraph">To help a small business find a buyer, Eldarov input the company’s website, revenue, and number of employees into a digital form. Then OffDeal’s agent scraped the company’s website for info about its products, services, and end markets, ultimately producing 150 eligible buyers. The agent also produces information about those buyers’ previous acquisitions and other factors that make it a good match, and offers a way to quickly contact them.</p>
<p class="wp-block-paragraph">As for buyers looking to use OffDeal to find acquisitions, the startup created a database of 2 million American small businesses that could be looking for an exit in the coming years. It uses similar AI agents to match buyers with small businesses here.</p>
<p class="wp-block-paragraph">So far, OffDeal says it’s currently under contract with nine institutional buyers looking to use its services, with over 250 others on a waitlist.</p>
<p class="wp-block-paragraph">OffDeal’s software looks good enough to be a platform itself, but Eldarov insists it’s not. The CEO said he considered building software for small business brokers but figured that adoption would be too slow. Instead, he decided to build his own advisory firm using the product — then compete with them.</p>
<p class="wp-block-paragraph">But what if OffDeal’s AI agents hallucinate and mess up a major part of the deal? OffDeal’s CTO, Lin, admits it’s not exactly a solved problem in the AI industry but has gotten much better with improvements to underlying models (OffDeal uses OpenAI’s GPT-4 models). That’s why OffDeal and many AI companies have taken the approach of having AI work as a copilot instead of working independently.</p>
<p class="wp-block-paragraph">OffDeal charges between 5% and 10% of the transaction value for its services, a similar rate to what traditional investment banks charge. Eldarov is betting his AI-powered advisers will be able to close more deals than other small business brokers.</p>
<p class="wp-block-paragraph">Using AI to automate the grunt work of low-level employees is not necessarily a new idea (see Harvey AI for the legal world or Sedric for compliance) but these startups continue to raise funds across various industries.</p>
<p class="wp-block-paragraph">OffDeal tells said it recently raised a $4.7 million seed round, led by AI-focused venture firm Radical Ventures. The startup — which charges between 5% and 10% of the transaction value for its services — plans to use this funding to hire more advisers and invest in marketing.</p>
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		<title>DryMerge: Bridging the Gap Between Incompatible Apps</title>
		<link>https://hub.dakidarts.com/drymerge-bridging-the-gap-between-incompatible-apps/</link>
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		<dc:creator><![CDATA[Dakidarts]]></dc:creator>
		<pubDate>Mon, 16 Sep 2024 10:28:43 +0000</pubDate>
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					<description><![CDATA[DryMerge, an innovative AI platform, promises to revolutionize workflow automation by connecting disparate apps. Despite its challenges, DryMerge offers a valuable solution for streamlining tasks and improving efficiency.]]></description>
										<content:encoded><![CDATA[
<figure class="wp-block-image size-large"><img  decoding="async"  src="https://cdn.dakidarts.com/image/DryMerge-promises-to-connect-apps-that-normally-dont-talk-to-1024x683.jpg"  alt="DryMerge: Bridging the Gap Between Incompatible Apps"  title="DryMerge: Bridging the Gap Between Incompatible Apps" ><figcaption>DryMerge: Bridging the Gap Between Incompatible Apps</figcaption></figure>



<div>
<p id="speakable-summary" class="wp-block-paragraph">Platforms to connect apps that wouldn’t normally talk to each other have been around for a minute (see: Zapier). But they have not gotten dramatically simpler to use if you’re nontechnical. Generative AI has lowered the barrier to entry somewhat. However, getting the most out of these platforms — and fixing things when they break — still requires a bit of programming know-how.</p>
<p class="wp-block-paragraph">Software developers Sam Brashears and Edward Frazer perceived this to be the case as well. During internships at tech giants like Meta and Stripe, they struggled to get automations working using some of the more popular app-linking tools.</p>
<p class="wp-block-paragraph">“I’d been dealing with the pain of designing integrations and automations from scratch,” Frazer said in an interview. “And Sam believed that generative AI models would solve the biggest problem in integrations — transforming data between APIs.”</p>
<p class="wp-block-paragraph">So Brashears and Frazer, longtime friends who’d been building software together since elementary school, decided to try their hands at a streamlined, easy-to-use app-to-app integration platform.</p>
<p class="wp-block-paragraph">DryMerge is the fruit of their work. A chatbot for building workflows, DryMerge lets you describe an automation you want between apps — for instance, “Whenever I get an email from a new prospect, ping the team on Slack and add them to HubSpot” — and handles the necessary technical scaffolding.</p>
<p class="wp-block-paragraph">“Currently, IT departments use complicated no-code tools to automate workflows on behalf of non-IT teams,” Frazer said. “A natural language interface opens up automation to nontechnical people.”</p>
<p class="wp-block-paragraph">It sounded like a neat idea, a chatbot that can string apps together for you — particularly if you, like me, have spent countless hours wrestling with IFTTT. So, I decided to give DryMerge a go, hoping to replace my old and rickety automations once and for all.</p>
<p class="wp-block-paragraph">DryMerge’s UI is quite clean and minimalist. It reminds me a bit of ChatGPT; there’s not much to look at besides a text bot. Each new request (e.g., “Text me a summary of my calendar meetings every morning”) starts a new chat session, and these sessions can be revisited at any time from a list on the left-side panel.</p>
<figure class="wp-block-image aligncenter size-large is-resized"><img  decoding="async"  class="wp-image-2878299"  style="width: auto; height: 850px;"  src="https://techcrunch.com/wp-content/uploads/2024/09/Screenshot-2024-09-13-at-4.21.20PM-e1726259071278.png?w=528"  alt="DryMerge"  width="1664"  height="2144"  title="DryMerge: Bridging the Gap Between Incompatible Apps" >
<figcaption class="wp-element-caption">DryMerge’s automations management screen.</figcaption>
<figcaption class="wp-element-caption"><strong>Image Credits:</strong> DryMerge</figcaption>
</figure>
<p class="wp-block-paragraph">DryMerge hooks into an expanding library of apps, including Gmail, Microsoft Outlook, Salesforce, storage services like Dropbox and OneDrive, social media platforms (e.g., X), and messaging clients (e.g., Discord). Once the platform creates an automation with these, it plops that automation into a dedicated window showing when the automation last run and whether DryMerge encountered any errors.</p>
<p class="wp-block-paragraph">I tried setting up a few automations I thought might be useful for a reporter with an overfull schedule, like one to throw Gmail contacts into a spreadsheet and add dates from recent email invitations to a Google Calendar. Things started out promising — DryMerge had me log into the relevant apps and asked whether I’d like to test the automations to ensure everything was working properly.</p>
<p class="wp-block-paragraph">But then, problems started to crop up.</p>
<p class="wp-block-paragraph">Several times, DryMerge’s chatbot stopped responding altogether. Other times, it missed key details in a request. I tried repeatedly to get DryMerge to understand that I wanted to <em>copy</em> Gmail contacts to my Google Calendar, but every attempt, it thought I wanted to <em>manually</em> enter contacts into a spreadsheet.</p>
<p class="wp-block-paragraph">The setbacks didn’t completely ruin my DryMerge experience. Giving credit where it’s due, the platform’s nifty when it works. For example, I successfully got DryMerge to set up an automation that copies posts from my X account to the personal Discord server I use to aggregate various notifications. A niche use case? Perhaps. But it’s going to save this reporter a lot of task switching.</p>
<figure class="wp-block-image aligncenter size-large is-resized"><img  decoding="async"  class="wp-image-2878298"  style="width: auto; height: 850px;"  src="https://techcrunch.com/wp-content/uploads/2024/09/Screenshot-2024-09-13-at-4.21.05PM-e1726259163649.png?w=529"  alt="DryMerge"  width="1664"  height="2138"  title="DryMerge: Bridging the Gap Between Incompatible Apps" >
<figcaption class="wp-element-caption">Chatting with DryMerge’s bot.</figcaption>
<figcaption class="wp-element-caption"><strong>Image Credits:</strong> DryMerge</figcaption>
</figure>
<p class="wp-block-paragraph">The bugs, Frazer assures me, will be addressed in time. He and Brashears are DryMerge’s only employees, so there’s lots on the to-do list.</p>
<p class="wp-block-paragraph">“We think we’re well-positioned to iterate quickly and nimbly,” Frazer said.</p>
<p class="wp-block-paragraph">Assuming Frazer and Brashears can get DryMerge’s platform in good working condition, the bigger challenge the duo will have to face is staying relevant in the fiercely competitive integration-platform-as-a-service (iPaaS) space. According to recent <span style="color: #3366ff;"><a style="color: #3366ff;" href="https://www.businesswire.com/news/home/20211102005932/en/Market-Study-Reveals-89-of-Companies-Struggle-with-Data-and-System-Integration-Driving-iPaaS-Adoption" target="_blank" rel="noreferrer noopener nofollow">poll</a></span> released by IDG and TeamDynamix, iPaaS is one of the fastest-growing software markets, projected to reach $2.7 billion this year.</p>
<p class="wp-block-paragraph">AWS has its own iPaaS called AppFabric. IBM recently acquired iPaaS tech from Software AG. A growing number of startups aside from DryMerge are attempting to break into the segment, while incumbents like Zapier and IFTTT are aggressively deploying generative AI capabilities.</p>
<p class="wp-block-paragraph">Frazer makes the case that DryMerge’s differentiator is — and will remain — “being 10x easier to use” than drag-and-drop integration builders.</p>
<p class="wp-block-paragraph">“Our users include online fashion retailers, school administrators, and asset managers — the vast majority of which have never touched a line of code,” he said. “They use us to save hours a day on tasks ranging from customer support automation to customer relationship management data entry.”</p>
<p class="wp-block-paragraph">Frazer’s not wrong about the opportunity. Per the IDG and TeamDynamix poll, 66% percent of companies said that they’ll invest in iPaaS to address internal automation and data integration challenges.</p>
<p class="wp-block-paragraph">“We think a gigantic enterprise opportunity is in increasing the simplicity of automation and delivering easy-to-use tooling that empowers nontechnical folks,” Frazer said.</p>
<p class="wp-block-paragraph">It’s very early days for DryMerge, which only has around 2,000 users at present. But the company was accepted into Y Combinator’s Winter 2024 batch, and DryMerge this past summer closed a $2.2 million seed round led by Garage Capital with participation from Goodwater Capital, Ritual Capital, and angels whose names Frazer wouldn’t reveal.</p>
<p class="wp-block-paragraph">Frazer says that the funds are being put toward adding new app integrations and doubling the size of DryMerge’s team in the next few months.</p>
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