Compare Hebbia vs. Refinder

Firmex data rooms facilitate more deals, due diligence, and compliance processes than any other platform. With over 20,000 new rooms opened each year, thousands of businesses rely on Firmex to manage highly sensitive projects and processes. Our secure and robust data rooms, combined with industry-leading customer support, give you complete control over your critical documents. Firmex offers flexible pricing, including unlimited data room subscriptions and per-use transaction pricing. Compliant with SOC 2, GDPR, and HIPAA, Firmex also supports SSO, API integrations, and Redaction features.

You need more than just a way to exchange documents. You need capabilities such as AI-enhanced redaction. You need an integrated Q&A tool with advanced workflow features. You need a defensible source of truth. You need Datasite Diligence. Datasite provides the most trusted VDR in M&A. Over 14,000 projects are created annually on Datasite. Designed with industry-leading functionality and game-changing productivity tools, due diligence doesn’t get in the way with Datasite Diligence.

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.

Allvue Systems is a global leader in AI-driven alternative investment management software, designed to optimize fund operations and accelerate business growth. Its end-to-end solutions support every phase of the investment lifecycle—from fundraising and portfolio management to investor reporting and compliance. Powered by the Allvue Agentic AI Platform, the software embeds intelligence and automation into critical workflows, helping fund managers focus on strategy rather than administration. Whether managing private equity, venture capital, private credit, or CLO portfolios, Allvue delivers accuracy, scalability, and insight through one integrated ecosystem. The platform’s cloud-based design ensures seamless updates, continuous performance optimization, and enterprise-grade security. With deep industry input from 500+ global clients, Allvue has evolved into a multi-asset system of record that centralizes data and enables better collaboration. Its partnerships with consultants, fund administrators, and technology providers expand its capabilities for specialized needs. By combining AI innovation, compliance strength, and financial expertise, Allvue enables firms to operate more intelligently, efficiently, and profitably.

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.

Haystack connects every employee of your organization with the people, resources, and information they need to thrive and succeed. Haystack provides employees with a fun, intuitive and informative way to start the day. Custom branding with no-code and a modular layout make it easy to highlight key resources, organizational culture, and knowledge. Haystack's automated multi-channel delivery, combined with actionable analytics, makes it easy for you to reach your employees at the right time and place. Spend less time looking for information and more on achieving your goals. Haystack’s knowledge-sharing features make it easy for employees to get the materials they need, no matter where in the world they are. It can be difficult to stay connected with everyone as teams grow and change. Haystack’s rich employee profiles and company directory make colleagues around the world feel as if they are right across the room.

Fathom is the free AI meeting assistant that instantly records, transcribes, and summarizes your Zoom, Meet, or Microsoft Teams meetings so you can focus on the conversations instead of taking notes. Fathom is an AI-driven meeting assistant that automatically records, transcribes, and summarizes your virtual meetings across platforms like Zoom, Google Meet, and Microsoft Teams. Designed to save time and increase productivity, Fathom generates actionable summaries in under 30 seconds and syncs with your CRM for streamlined follow-ups. The platform's unique features include real-time transcription, meeting highlights, and the ability to share clips, making it ideal for teams looking to improve meeting efficiency and reduce administrative work.

Revolutionize Your Support Team with Seamless Automation Are repetitive tasks holding back your support team? QueryPal enables support teams to provide outstanding service by automating ticket responses, allowing more time for complex issues that need human attention. With AI-powered workflows, you can cut down on response times, boost efficiency, and deliver accurate, reliable support. From managing routine inquiries to handling large volumes of requests, your team can stay focused on what truly matters—keeping your customers satisfied. Faster Solutions: Speed up issue resolution by automating replies to common tickets and questions. Consistency & Precision: Ensure every interaction is consistently detailed, minimizing errors. Boosted Productivity: Let your team concentrate on complex or urgent matters by automating routine tasks.