Atomic Bot vs. Vellum Comparison Chart

Assembled is the only platform that unifies AI agents and intelligent workforce management to power fast and flexible support operations. Built for scale, we help teams automate over 50% of customer interactions, forecast with 90%+ accuracy, and optimize staffing across in-house and BPO teams. Orchestrate every chat, email, or call, balancing workloads between human and AI agents in real time — without sacrificing quality or control. Trusted by Stripe, Canva, and Robinhood, Assembled transforms support from a cost center into a strategic advantage. Our Workforce and Vendor Management tools connect forecasting, scheduling, and performance for smarter staffing decisions. AI Agents automate conversations across channels with your workflows and brand voice. AI Copilot empowers agents with real-time guidance, suggested replies, and one-click actions for faster, higher-quality resolutions.

Gemini Enterprise Agent Platform is a comprehensive solution from Google Cloud designed to help organizations build, scale, govern, and optimize AI agents. It represents the evolution of Vertex AI, combining advanced model development with new capabilities for agent orchestration and integration. The platform provides access to over 200 leading AI models, including Google’s Gemini series and third-party options like Anthropic’s Claude. It enables teams to create intelligent agents using both low-code and code-first development environments. With features like Agent Runtime and Memory Bank, businesses can deploy long-running agents that retain context and perform complex workflows. The platform emphasizes security and governance through tools like Agent Identity, Agent Registry, and Agent Gateway. It also includes optimization tools such as simulation, evaluation, and observability to ensure consistent agent performance.

Forethought delivers the world’s most advanced AI Agents built to think, act, and get smarter with every interaction. No matter the question, “Where’s my refund?”, “How do I update my plan?” or “Why isn’t this working?” - there’s a purpose-built AI Agent ready to help. From chat to voice to SMS, every conversation gets a smart, personalized response powered by your policies, tone, and data. This isn’t just plug-and-play automation. It’s AI with a strategic plan. Forethought helps businesses roll out a multi-agent system across the entire customer experience. With Forethought, your teams can stop piecing together tools and start running a smarter, faster operation. One that delights customers every step of the way.

Retool is the AI-native enterprise app development platform where teams build and ship production-ready apps — at AI speed, with enterprise governance built in. Describe what you need and get a working app, import React-based apps from Lovable, Replit, or Claude Code, or connect your AI agent via MCP. However your team builds, every app lands in Retool with RBAC, SSO, audit logging, and your existing permissions already in place. Retool connects to databases, APIs, LLMs, and external tools out of the box. Teams can build AI agents, dashboards, workflows, and full-stack apps — with a visual editor for speed and direct code access for precision. Trusted by over 10,000 organizations including Amazon, Stripe, DoorDash, and OpenAI to get AI-built apps safely to production.

Robin by Atera is an autonomous IT support agent designed to automatically diagnose and resolve technical issues across devices and cloud environments. The system acts as an AI-powered IT assistant that manages support requests from start to finish without human intervention. Robin receives requests from platforms such as Slack, Microsoft Teams, email, and IT service management tools, verifies the user’s identity, and gathers technical context to understand the problem. It can then perform approved actions on devices, networks, or cloud systems to resolve the issue. By automating troubleshooting and IT support workflows, Robin helps organizations reduce downtime and improve support efficiency.

Serviceaide is a complete service management solution that can be implemented in weeks, not months, and intuitive to use. With low administration costs and quick implementation, you will see a real return on your investment. A flexible platform that works either on premise or in the cloud. Serviceaide is based on ITIL best practices and has been designed to be a comprehensive solution with all the components your team needs. You can choose the environment that best suits your technology, compliance, and infrastructure needs. Affordable and comprehensive, Serviceaide provides IT staff with the functions required to manage everything from ticketing to incident, change and asset management and more. Serviceaide includes a virtual agent, self-service portals and AI-based features to support analyst and end user productivity. Automate processes across technical workflows, services and business processes for business agility.

Trusted by over 25 million users, Jotform is an all-in-one, no-code platform that simplifies data collection, automation, and online sales. Using its drag-and-drop Form Builder, businesses can create customized forms and surveys to collect leads, payments, and e-signatures. With 10,000+ templates and advanced features like conditional logic and 200+ integrations, Jotform streamlines workflows. Jotform's AI-powered Agents provide real-time customer support, guiding users through form submissions, answering questions, and ensuring a smooth experience while reducing manual intervention. These AI agents learn from interactions to improve responses, enhancing efficiency and customer satisfaction. The platform also includes a Store Builder to sell products and services, accept payments through 30+ gateways, and tools like Approvals and Report Builder to automate workflows and generate actionable insights.

11x is building the autonomous digital workforce for GTM teams to accelerate growth. With two digital workers live today, 11x helps sales, marketing, and growth teams create, qualify, and convert pipeline across every channel in one unified platform. Alice is the outbound digital worker creating demand. She runs your full outbound motion in one workflow from prospecting to enrichment to multi-channel engagement and booking meetings on autopilot. Julian is an inbound digital worker capturing demand 24/7. He handles discovery, qualifies leads, and books meetings across phone, chat, SMS, email, and WhatsApp. Inbound intent is converted into qualified pipeline instantly. Trusted by teams worldwide, from high-growth startups to large enterprises, including Xerox, UST, Gupshup, Sage, Checkr, Armanino, and Rho. Backed by a16z and Benchmark, 11x is automating GTM workflows so humans can focus on what they do best: creating, innovating, and building relationships.

ActiveCampaign is the autonomous marketing platform that transforms how marketers, agencies, and business owners work. Use Active Intelligence to power goal-aware automations and orchestrate personalized experiences across email, SMS, and WhatsApp. Within a single tool, you get real-time reporting and proactive optimizations in addition to market-leading deliverability and integration with 1000+ apps. With a user-friendly interface and a comprehensive suite of features, ActiveCampaign's platform is powerful, accessible, and designed to scale with your business. It's also easy to get started: While traditional tools force teams through long setup cycles and training, ActiveCampaign delivers measurable lifts in engagement and conversions in days. 89% of surveyed customers say the platform meets their business needs better than the competition, and 88% say ActiveCampaign delivers value faster than competitors. Read our ROI report for methodology

StackAI is an enterprise AI automation platform to build end-to-end internal tools and processes with AI agents in a fully compliant and secure way. Designed for large, regulated organizations, it enables teams to automate complex workflows across operations, compliance, finance, IT, and support without heavy engineering. With StackAI you can: • Connect knowledge bases (SharePoint, Confluence, Notion, Google Drive, databases) with versioning, citations, and access controls • Publish AI agents as chat assistants, advanced forms, or APIs integrated into Slack, Teams, Salesforce, HubSpot, or ServiceNow • Govern usage with enterprise security: SSO (Okta, Azure AD, Google), RBAC, audit logs, PII masking, data residency, and cost controls • Route across OpenAI, Anthropic, Google, or local LLMs with guardrails, evaluations, and testing • Deploy in multi-tenant cloud, dedicated cloud, private cloud, or on-premise