Compare Halliday vs. Umee

Fully managed ML tools allow you to build, deploy and scale machine-learning (ML) models quickly, for any use case. Vertex AI Workbench is natively integrated with BigQuery Dataproc and Spark. You can use BigQuery to create and execute machine-learning models in BigQuery by using standard SQL queries and spreadsheets or you can export datasets directly from BigQuery into Vertex AI Workbench to run your models there. Vertex Data Labeling can be used to create highly accurate labels for data collection. Vertex AI Agent Builder empowers developers to design and deploy advanced generative AI applications for enterprise use. It supports both no-code and code-driven development, enabling users to create AI agents through natural language prompts or by integrating with frameworks like LangChain and LlamaIndex.

Google AI Studio is a user-friendly, web-based workspace that offers a streamlined environment for exploring and applying cutting-edge AI technology. It acts as a powerful launchpad for diving into the latest developments in AI, making complex processes more accessible to developers of all levels. The platform provides seamless access to Google's advanced Gemini AI models, creating an ideal space for collaboration and experimentation in building next-gen applications. With tools designed for efficient prompt crafting and model interaction, developers can quickly iterate and incorporate complex AI capabilities into their projects. The flexibility of the platform allows developers to explore a wide range of use cases and AI solutions without being constrained by technical limitations. Google AI Studio goes beyond basic testing by enabling a deeper understanding of model behavior, allowing users to fine-tune and enhance AI performance. This comprehensive platform unlocks the full potential of AI, facilitating innovation and improving efficiency in various fields by lowering the barriers to AI development. By removing complexities, it helps users focus on building impactful solutions faster.

StackAI is an enterprise AI automation platform that allows organizations to build end-to-end internal tools and processes with AI agents. It ensures every workflow is secure, compliant, and governed, so teams can automate complex processes without heavy engineering. With a visual workflow builder and multi-agent orchestration, StackAI enables full automation from knowledge retrieval to approvals and reporting. Enterprise data sources like SharePoint, Confluence, Notion, Google Drive, and internal databases can be connected with versioning, citations, and access controls to protect sensitive information. AI agents can be deployed as chat assistants, advanced forms, or APIs integrated into Slack, Teams, Salesforce, HubSpot, ServiceNow, or custom apps. Security is built in with SSO (Okta, Azure AD, Google), RBAC, audit logs, PII masking, and data residency. Analytics and cost governance let teams track performance, while evaluations and guardrails ensure reliability before production. StackAI also offers model flexibility, routing tasks across OpenAI, Anthropic, Google, or local LLMs with fine-grained controls for accuracy. A template library accelerates adoption with ready-to-use workflows like Contract Analyzer, Support Desk AI Assistant, RFP Response Builder, and Investment Memo Generator. By consolidating fragmented processes into secure, AI-powered workflows, StackAI reduces manual work, speeds decision-making, and empowers teams to build trusted automation at scale.

Amazon Bedrock is a comprehensive service that streamlines the development and expansion of generative AI applications by offering access to a diverse range of high-performance foundation models (FMs) from top AI organizations, including AI21 Labs, Anthropic, Cohere, Meta, Mistral AI, Stability AI, and Amazon. Utilizing a unified API, developers have the opportunity to explore these models, personalize them through methods such as fine-tuning and Retrieval Augmented Generation (RAG), and build agents that can engage with various enterprise systems and data sources. As a serverless solution, Amazon Bedrock removes the complexities associated with infrastructure management, enabling the effortless incorporation of generative AI functionalities into applications while prioritizing security, privacy, and ethical AI practices. This service empowers developers to innovate rapidly, ultimately enhancing the capabilities of their applications and fostering a more dynamic tech ecosystem.

Our decentralized platform streamlines AI data collection and labeling through a worldwide contributor network. By combining crowdsourcing with blockchain technology, we deliver high-quality, traceable datasets. Platform Highlights: Worldwide Collection: Tap into global contributors for comprehensive data gathering Blockchain Security: Every contribution tracked and verified on-chain Quality Focus: Expert validation ensures exceptional data standards Platform Benefits: Rapid scaling of data collection Complete data providence tracking Validated datasets ready for AI use Cost-efficient global operations Flexible contributor network How It Works: Define Your Needs: Create your data collection task Community Activation: Global contributors notified and start gathering data Quality Control: Human verification layer validates all contributions Sample Review: Get dataset sample for approval Full Delivery: Complete dataset delivered once approved

Since 2017, we’ve helped over 400 organizations—ranging from exchanges to financial institutions—manage more than $110B in digital assets. Our services include robust support for staking, blockchain nodes, APIs, DeFi, and MPC wallets, all backed by a globally resilient architecture built for security, compliance, and scale.

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Kryptos simplifies crypto tracking and tax compliance. Kryptos will transform your crypto finance management. Our advanced platform simplifies tax compliance and tracking, making it easy and stress-free. Features: Syncing is effortless: Compatible with multiple platforms. Global Tax Reports: Generates reports that are compliant with 30+ jurisdictions. NFT & DeFi Management: Easily handle diverse crypto investments. AI-Powered Analytics: Gain insights for smarter decisions. Comprehensive Dashboard: Monitor assets and growth all in one place. Mobile Support: Manage crypto on-the-go. Customized tax strategies: Maximize savings with tailored approaches. Kryptos is focused on providing a user-friendly interface. It supports 3000+ DeFi protocol, 50+ blockchains. Binance, Gate.io, BFF is our partner and we offer cutting edge tools for efficient crypto-management. Kryptos: redefining crypto finance management through simplicity and precision.

Coinbase stands out as the simplest platform for purchasing, trading, and overseeing your cryptocurrency investments. As a welcoming incentive, you can kick off your crypto journey with a bonus of $20 in Bitcoin upon your first $20 transaction, subject to certain conditions. Learn about the intricacies of various cryptocurrencies while sampling a selection of them yourself. With diverse functionalities, Coinbase proves to be an ideal starting point for anyone looking to engage in trading. Effortlessly buy and sell widely recognized digital currencies and monitor them within a single interface. You can also adopt a gradual investment approach by scheduling purchases on a daily, weekly, or monthly basis. For enhanced security, you have the option to keep your assets in a vault that features time-delayed withdrawals. Stay updated with market trends using the Coinbase mobile application, available for both Android and iOS devices. Most digital assets are secured in offline storage, ensuring their safety. Additionally, cryptocurrency held on our servers benefits from comprehensive insurance coverage. Coinbase caters to a wide array of popular digital currencies, making it a versatile choice for all types of investors.

Figure Markets is an innovative crypto exchange offering services like ZERO fee buying, selling, and borrowing cryptocurrencies, with a focus on user control and security. Instantly access liquidity with Crypto-Backed Loans—borrow against BTC, ETH, SOL at industry low rates starting from 8.91% APR, with no hard credit checks, no prepayment penalties, and 12 month terms. Keep your crypto, get your cash! Trade on the Figure Markets Crypto Exchange with zero trading fees, built on the Provenance blockchain for fast execution, deep liquidity, and decentralized custody. New users can earn up to $200 for their trades. Earn yields like a pro: Earn up to 9% yield with Democratized Prime (be the bank), or 3.84% with YLDS the first-ever SEC-registered, yield-bearing stablecoin. Transparent, secure, and instant—Figure Markets puts full control in your hands. Whether you're an investor, trader, or simply need cash without selling your crypto, Figure Markets offers a seamless, secure experience where TradFi and DeFi converge.