Ohai vs. SAM Comparison Chart

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.

Cycloid is the unified Internal Developer Portal and Platform, made for platform engineering done right. Accelerate your platform engineering adoption from years to weeks, optimize the developer experience and operational efficiency by accelerating the delivery of a developer portal and platform, lighten the cognitive load on IT teams, and advocate for FinOps & Green IT practices. With a GitOps first approach, Cycloid is the single source of truth for your organization. Sovereign by design, we help you take control of your cloud choices and data, ensuring security, compliance, flexibility, and freedom from vendor lock-in at every step. And with GreenIT practices at our core, you'll build an efficient, responsible, and future-proof reality. We are the editor of OSS projects TerraCognita: reverse Terraform; InfraMap: infra diagram; and Terracost: cost estimation. We work with global organizations, US and European public institutions and 6 of the top 10 SI service providers.

Create your own DreamClass! DreamClass is a school management solution designed to cater to educational organizations of all types and sizes—be it a school, an academy, or a studio—enabling you to optimize your processes with robust features like: Program Management—Structure your curriculum, group courses, create classes, and define their characteristics. Create class groups, set teaching hours, and map them with classrooms. Students & Admissions—Register students, distribute them to class groups, and monitor their journey till graduation. Keep parents and students informed through timely notifications, and grant them access to essential information such as timetables, attendance records, and financials. Academic Management—Coordinate and supervise your team, including teachers, secretaries, administrative assistants, etc. Manage your school’s basic processes like assessments, attendance tracking, and grading, ensuring smooth operations.

Transform Your Support Team with Effortless Automation Tired of repetitive tasks slowing down your support team? QueryPal empowers support representatives and teams to deliver exceptional service by automating ticket responses, freeing up time for more complex issues that require a human touch. With advanced AI-driven workflows, you can reduce response times, increase efficiency, and ensure consistent, accurate support every time. Whether it's handling common inquiries or managing bulk requests, your team stays focused on what matters most—delighting your customers. Faster Resolutions: Automate responses to common questions and tickets, accelerating your team’s ability to resolve issues. Consistency & Accuracy: Ensure every customer interaction is handled with the same level of care and detail, reducing errors. Increased Productivity: Free your team from routine tasks, giving them more time to focus on complex or high-priority cases.

Visual Planning is more than just overseeing projects, scheduling field teams, managing production timelines, or streamlining manufacturing operations—it’s a flexible, all-in-one platform built to support a wide range of business needs. From simple task coordination to complex, multi-layered workflows, VP adapts to how you work and brings structure, visibility, and efficiency to every part of your operation. VP gives you complete visibility into your projects, teams, equipment, machines, work orders, and operations—helping you coordinate every aspect of your business with confidence. Whether you're managing job sites, dispatching field crews, or overseeing production lines, our platform keeps everything and everyone connected. Collaborate across departments, adjust schedules on the fly, and keep work moving forward—on any device, from anywhere. Thousands of companies trust VP to simplify how they manage people, projects, equipment, and operations. Get your free custom demo today.

Trumba is an event calendar and registration platform for your website or intranet. Manage all your event data in one place and publish custom calendars for your end users. Trumba currently powers the event calendars for large organizations and small businesses worldwide. Features include: • Customizable and unlimited calendars to cater to multiple audiences or business units. • Integration with 3rd party calendars to manage and publish all events in one place. • Flexible event management with custom templates and role-based editor access. • Event registration with custom forms and payment gateway support. • Attendee management including automated wait listing. • HIPAA-compliant solution for hospitals and healthcare organizations. • SSO support for user and visitor management. • Automated reminders and follow-ups, calendar syncing and personalized event lists. • Integration services and ongoing support included. • And so much more.... Get a demo or free trial today.

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.

For more than 30 years, Procare Solutions has been helping early childhood educators simplify operations and create meaningful connections with families, so they can focus on what matters most – the children in their care. From registration, attendance tracking, staff management and lesson planning to family engagement, tuition collection and reporting, we help ease the challenges faced with running a child care business. Our dedicated team of support professionals also make it easy to get up and running quickly and answer questions along the way. That’s why over 40,000 customers choose Procare. We are proud to be number one in child care management software!

Realize the true potential of your first-party data. D&B Connect is a customizable, self-service master data management solution built to scale. Eliminate data silos across the organization and bring all your data together using the D&B Connect family of products. Benchmark, cleanse, and enrich your data using our database of hundreds of millions of records. The result is an interconnected, single source of truth that empowers your teams to make more confident business decisions. Drive growth and reduce risk with data you can trust. With a clean, complete data foundation, your sales and marketing teams can align territories with a full view of account relationships. Reduce internal conflict and confusion over incomplete or bad data. Strengthen segmentation and targeting. Increase personalization and the quality/quantity of marketing-sourced leads. Improve accuracy of reporting and ROI analysis.

CHARMS is a secure, online case management system used to manage all aspects of record keeping for foster care, adoption, children residential, supported accommodation, residential family centres, foster carer recruitment hubs, adult shared lives (adult foster care), supported employment and other care services. SCN is a not-for-profit organisation, and always will be privately owned. It follows the principles of sociocracy so that all staff and customers are part of the CHARMS community and its development and progress. It means that everyone - employees, customers, suppliers and, most importantly, users of CHARMS - have a say in what CHARMS does and what it needs to do. We strive to ensure that care staff, educators, social workers, support staff and others who deliver care and education, can get on with the job knowing that CHARMS looks after their important, sensitive information.