Instruct vs. mantle AI Comparison


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		Related Products Gemini Enterprise Agent Platform 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. 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With the ability to integrate into existing customer support tools, the platform enhances resolution rates, reduces response times, and improves customer experience by offering a unified view of all interactions. 164 Ratings Visit Website StackAI 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 53 Ratings Visit Website Retool Retool is an AI-powered platform that enables teams to build internal software, agents, and workflows faster using natural language and composable building blocks. It allows users to go from a simple prompt to a fully deployed application that works with their existing data, systems, and business rules. Retool connects seamlessly to databases, APIs, LLMs, and external tools to create production-ready applications. The platform supports building AI agents, dashboards, workflows, and full-stack internal apps with flexibility and control. Teams can design interfaces visually, customize logic with code, or generate components using AI assistance. Retool integrates with modern developer workflows, including version control, CI/CD, and testing. Overall, it helps organizations reduce development time while maintaining enterprise-grade security and reliability. 570 Ratings Visit Website Jotform 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. 8,081 Ratings Visit Website Assembled 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. 248 Ratings Visit Website Zendesk Zendesk is an AI-powered service solution that’s easy to set up, use, and scale. It works out-of-the-box and adapts quickly, enabling businesses to move faster. Built on billions of CX interactions, Zendesk AI supports the whole service journey—from self-service to agents to admins—helping teams resolve issues faster and operate efficiently at scale. Zendesk empowers agents with tools, insights, and context to deliver personalized service on any channel—social messaging, phone, or email. It unifies personalized conversations, omnichannel case management, AI workflows, automation, and a Marketplace of 1200+ apps. Easy to implement, it frees teams from relying on IT or costly partners. Serving over 130K global brands in 30+ languages, Zendesk simplifies business complexity to create meaningful customer connections. Headquartered in San Francisco, it operates worldwide. 7,746 Ratings Visit Website Forethought 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. 166 Ratings Visit Website Robin by Atera 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. 519 Ratings Visit Website Viktor Viktor is a persistent AI agent that operates directly within your Slack workspace as an autonomous coworker. Unlike traditional chatbots, Viktor has its own cloud-based computer where it writes code, deploys apps, and executes tasks across more than 3,000 integrations. It proactively monitors systems, analyzes data, manages campaigns, and creates issues or reports without waiting for instructions. Teams can ask Viktor to check analytics, update backend summaries, create project tickets, or optimize advertising performance directly in Slack threads. The agent runs for weeks at a time while maintaining context across projects and deadlines. It integrates with tools such as Linear, PostHog, Google Ads, and GitHub to automate workflows and coordinate teams. Designed to boost productivity, Viktor transforms Slack into an execution engine that gets real work done rather than simply providing answers. 17 Ratings Visit Website
About Instruct allows anyone to build AI agents in minutes simply by describing the desired outcome in natural language, with no code or complex logic required. The platform then connects to thousands of external tools and services and empowers these agents to act; you can trigger them manually or automatically. The system supports a full lifecycle of agent use. First, you specify what the agent should accomplish; then you link accounts and workflows; finally, you deploy the agent to run immediately or on triggers. Agents can operate across domains such as finance, sales, operations, and marketing, executing multi-step tasks autonomously. They are designed to adapt to changes and handle unexpected conditions, rather than breaking when something shifts. The platform emphasizes outcome-driven intelligence; even when processes are complex, you define success, and the agent figures out the path.	About mantle AI is an AI-native platform designed to automate back-office operations by connecting a company’s existing tools into a single intelligent system where autonomous agents can understand context and execute work. It integrates directly with systems such as CRM, email, calendar, payments, and product analytics, creating a unified data layer without requiring migration or complex setup. From this connected environment, users can generate internal AI agents with a single prompt, defining goals in plain English while the platform handles execution logic dynamically. These agents can run continuously in the background, trigger on real-time events, follow schedules, or respond interactively when prompted, enabling workflows such as automated reporting, customer health monitoring, pre-meeting research, and contextual email drafting. mantle AI emphasizes flexibility over rigid workflows, allowing agents to adapt like human operators by pulling information across systems.
Platforms Supported Windows Mac Linux Cloud On-Premises iPhone iPad Android Chromebook	Platforms Supported Windows Mac Linux Cloud On-Premises iPhone iPad Android Chromebook
Audience Business operators, product teams, or growth engineers in need of a solution to launch autonomous agents for workflows using natural language instead of code	Audience Startup operators and business teams in need of a tool to automate repetitive back-office workflows by deploying AI agents that connect and act across their existing tools
Support Phone Support 24/7 Live Support Online	Support Phone Support 24/7 Live Support Online
API Offers API	API Offers API
Screenshots and Videos View more images or videos	Screenshots and Videos View more images or videos
Pricing No information available. Free Version Free Trial	Pricing Free Free Version Free Trial
Reviews/Ratings Overall 0.0 / 5 ease 0.0 / 5 features 0.0 / 5 design 0.0 / 5 support 0.0 / 5 This software hasn't been reviewed yet. Be the first to provide a review: Review this Software	Reviews/Ratings Overall 0.0 / 5 ease 0.0 / 5 features 0.0 / 5 design 0.0 / 5 support 0.0 / 5 This software hasn't been reviewed yet. Be the first to provide a review: Review this Software
Training Documentation Webinars Live Online In Person	Training Documentation Webinars Live Online In Person
Company Information Instruct Founded: 2023 United States instruct.ai/	Company Information mantle AI Founded: 2025 United States mantleai.dev/
Alternatives Adopt AI	Alternatives Instruct
Teammately	Mantle Network
Kaily	AssetMantle
Foundry	Wonderful
Invicta AI View All	Cofounder The General Intelligence Company Of New York View All
Categories Agentic AI AI Agent Builders AI Agents	Categories Agentic AI

Integrations ChatGPT Claude Discord Gemini GitHub Gmail Google Analytics Google Cloud Platform Google Drive Google Sheets HubSpot CRM LinkedIn Microsoft Outlook Miro Notion QuickBooks Online Salesforce Visual Studio Code Windsurf Editor monday work management Show More Integrations View All 20 Integrations	Integrations ChatGPT Claude Discord Gemini GitHub Gmail Google Analytics Google Cloud Platform Google Drive Google Sheets HubSpot CRM LinkedIn Microsoft Outlook Miro Notion QuickBooks Online Salesforce Visual Studio Code Windsurf Editor monday work management Show More Integrations View All 10 Integrations
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