Implement AI vs. Augment

Viktor is a fully autonomous AI coworker designed to operate directly inside your Slack workspace and execute real work across your organization. Rather than functioning as a simple chatbot, Viktor runs on its own cloud-based computer where it writes code, deploys applications, and performs complex multi-step tasks. It connects to more than 3,000 integrations through native APIs and browser automation, enabling it to manage advertising campaigns, analyze product metrics, update documents, and create tickets across tools like Linear and PostHog. Viktor proactively monitors systems and identifies anomalies, proposing concrete actions instead of merely sending alerts. It can run continuously for weeks while retaining context about team goals, project timelines, and previous decisions. Within Slack threads, team members can request data summaries, backend updates, marketing optimizations, or workflow automation and receive structured, actionable responses. Before executing changes, Viktor presents pending actions for approval, maintaining transparency and control. The platform supports scheduled tasks such as automated reports, audits, and recurring check-ins. Its persistent workspace context ensures continuity even as projects evolve over time. Available in Starter, Team, and Enterprise tiers, Viktor adapts to both small teams and large organizations. Built by experienced engineers and backed by leading investors, it positions itself as a productivity multiplier rather than a simple assistant. By embedding autonomous execution directly into Slack, Viktor transforms everyday collaboration into a coordinated, AI-powered operating system for modern teams.

Sendbird offers advanced communication solutions that harness AI technology, featuring an AI-driven customer service agent, Chat API, and Business Messaging, enabling fluid interactions with customers across various channels such as mobile applications, websites, and social media platforms. The platform is compatible with multiple environments, including iOS, Android, JavaScript, Unity, and .NET, ensuring versatile integration for developers and businesses alike. This comprehensive approach allows companies to enhance their customer engagement strategies effectively. Sendbird’s AI-driven customer service platform is designed to empower businesses to provide proactive, omnichannel support through intelligent AI agents. These agents deliver instant, 24/7 assistance on mobile, web, social media, SMS, and email, enhancing customer satisfaction while reducing response times and costs. The platform offers a centralized hub for creating and managing AI agents, with built-in tools for testing, monitoring, and optimizing agent workflows. By connecting all customer interactions into one unified system, Sendbird enables businesses to make smarter decisions, scale support efforts, and enhance customer engagement.

Gemini Enterprise Agent Platform is an advanced AI infrastructure from Google Cloud that enables organizations to build and manage intelligent agents at scale. As the evolution of Vertex AI, it consolidates model development, agent creation, and deployment into a unified platform. The system provides access to a diverse library of over 200 AI models, including cutting-edge Gemini models and leading third-party solutions. It supports both low-code and full-code development, giving teams flexibility in how they design and deploy agents. With capabilities like Agent Runtime, organizations can run high-performance agents that handle long-duration tasks and complex workflows. The Memory Bank feature allows agents to retain long-term context, improving personalization and decision-making. Security is a core focus, with tools like Agent Identity, Registry, and Gateway ensuring compliance, traceability, and controlled access. The platform also integrates seamlessly with enterprise systems, enabling agents to connect with data sources, applications, and operational tools. Real-time monitoring and observability features provide visibility into agent reasoning and execution. Simulation and evaluation tools allow teams to test and refine agents before and after deployment. Automated optimization further enhances agent performance by identifying issues and suggesting improvements. The platform supports multi-agent orchestration, enabling agents to collaborate and complete complex tasks efficiently. Overall, it transforms AI from a productivity tool into a fully autonomous operational capability for modern enterprises.

With Assembled, support leaders can unify human and AI agents in one intelligent platform that drives efficiency without compromising quality. Our technology enables over 50% automation of customer interactions, precise demand forecasting, and optimized staffing across in-house teams and BPO partners. From live workload balancing to AI agents that match your workflows and brand voice, Assembled ensures every chat, call, and email is handled with speed and consistency. Companies including Stripe, Canva, and Robinhood trust Assembled to elevate the customer experience and reduce operational costs. Core solutions span workforce and vendor management, real-time performance visibility, and AI Copilot — giving agents translation, reply suggestions, and instant task automation to resolve issues faster.

Robin by Atera is an autonomous IT operations platform designed to deliver enterprise-grade technical support by automatically resolving device and cloud-related issues. The system uses agentic AI to handle the full lifecycle of IT support requests, from intake to resolution. When an employee submits a request through channels such as Microsoft Teams, Slack, email, or an IT portal, Robin immediately analyzes the issue and verifies the user through integrated identity systems. The platform gathers relevant device and system data to diagnose the problem and determine the appropriate resolution steps. Robin can perform a wide range of actions directly on devices and cloud environments, including installing applications, repairing software, managing system updates, resolving network connectivity issues, and monitoring hardware performance. The platform follows defined security policies and approval workflows to ensure that actions are compliant with organizational rules and access permissions. Robin also logs every action and decision in an audit trail, providing full visibility into support operations. Over time, the system improves its performance through continuous learning by analyzing past incidents, actions, and outcomes. Organizations can monitor Robin’s activities through analytics dashboards that track ticket volumes, resolution patterns, and system performance. By automating technical support tasks and resolving incidents autonomously, Robin helps organizations reduce IT workload, eliminate support delays, and improve overall operational efficiency.

Zendesk functions as a powerful customer support platform designed to enhance support workflows and elevate the customer experience. It provides a comprehensive set of features, including AI-driven automation, messaging capabilities, live chat options, and customizable workflows, allowing businesses to offer personalized and effective assistance across multiple channels. Additionally, the platform seamlessly integrates with various other applications and delivers real-time analytics, which help organizations make well-informed, data-driven decisions. Suitable for businesses of all sizes—from new startups to large enterprises—Zendesk emphasizes scalability, security, and user satisfaction. By offering such adaptable solutions, it ensures that companies can flexibly modify their customer service strategies to keep pace with changing demands, thereby fostering long-term relationships with their clients. This adaptability is crucial in a fast-evolving market where customer expectations are continually on the rise.

Forethought stands out as the leading generative AI solution for customer support, serving as an always-on team member at your disposal. With its training on your specific data sets and adherence to stringent security measures, Forethought facilitates seamless interactions through AI, streamlining processes to enhance response times, resolution rates, and overall customer satisfaction at every touchpoint. - Incorporate a round-the-clock AI agent to alleviate your team's workload, allowing them to concentrate on providing outstanding support. - Forethought uniquely processes both historical and current ticket data tailored to your business needs, ensuring a highly personalized customer experience. - We prioritize not just compliance with privacy regulations, but aim to redefine them, guaranteeing that your data remains protected throughout all interactions. Additionally, our commitment to continuous improvement means we are always refining our systems to better serve you and your clientele.

Serviceaide offers a user-friendly service management solution that can be deployed in a matter of weeks instead of taking months. You will experience a tangible return on investment with minimal administrative costs and swift implementation. This adaptable platform can be utilized either on-premises or through cloud services. Built on ITIL best practices, Serviceaide encompasses all the essential components your team needs. You have the flexibility to choose the environment that aligns with your technological, infrastructural, and compliance requirements. Furthermore, Serviceaide stands out as a comprehensive and cost-effective option, equipping IT personnel with the necessary tools to handle everything from ticketing to incident, change, and asset management efficiently. In addition to its robust functionalities, Serviceaide includes a virtual agent, self-service portals, and AI-driven features to enhance both analyst and user productivity. By automating processes across technical workflows and business services, organizations can significantly boost their operational agility. This makes Serviceaide not just a solution, but a strategic partner in driving business success.

StackAI is an enterprise AI automation platform built to help organizations create end-to-end internal tools and processes with AI agents. Unlike point solutions or one-off chatbots, StackAI provides a single platform where enterprises can design, deploy, and govern AI workflows in a secure, compliant, and fully controlled environment. Using its visual workflow builder, teams can map entire processes — from data intake and enrichment to decision-making, reporting, and audit trails. Enterprise knowledge bases such as SharePoint, Confluence, Notion, Google Drive, and internal databases can be connected directly, with features for version control, citations, and permissioning to keep information reliable and protected. AI agents can be deployed in multiple ways: as a chat assistant embedded in daily workflows, an advanced form for structured document-heavy tasks, or an API endpoint connected into existing tools. StackAI integrates natively with Slack, Teams, Salesforce, HubSpot, ServiceNow, Airtable, and more. Security and compliance are embedded at every layer. The platform supports SSO (Okta, Azure AD, Google), role-based access control, audit logs, data residency, and PII masking. Enterprises can monitor usage, apply cost controls, and test workflows with guardrails and evaluations before production. StackAI also offers flexible model routing, enabling teams to choose between OpenAI, Anthropic, Google, or local LLMs, with advanced settings to fine-tune parameters and ensure consistent, accurate outputs. A growing template library speeds deployment with pre-built solutions for Contract Analysis, Support Desk Automation, RFP Response, Investment Memo Generation, and InfoSec Questionnaires. By replacing fragmented processes with secure, AI-driven workflows, StackAI helps enterprises cut manual work, accelerate decision-making, and empower non-technical teams to build automation that scales across the organization.

Docket's AI Marketing Agent engages website visitors through real, human-like conversations, responding to nuanced evaluation questions with expert-grade answers from your approved knowledge, running live discovery to qualify intent, and converting high-intent buyers into qualified leads, booked meetings, and pipeline. 24/7, without a human in the loop at each step. Beyond inbound engagement, Docket's governed knowledge foundation gives revenue and pre-sales teams instant access to product knowledge, collateral, and competitive intelligence — and drafts customized content grounded in your enterprise knowledge in seconds.