Business purpose & capabilities
Intended users and outcomes, supported tasks, demonstrated capabilities, and limitations.
Meet AgentPlays. Your upcoming marketplace for agentic business solutions.
Discover AI agents, multi-agent systems, and agentic applications. Evaluate their suitability for your business and connect with the companies behind them.
The marketplace is under development. Ahead of launch, we’re inviting providers to join our free expert assessment program.
Individual AI agents / Multi-agent systems / Agentic business solutions
AgentPlays is an upcoming global marketplace bringing businesses and agentic solution providers together. Our initial focus is helping you find suitable solutions and start informed conversations.
Explore solutions built for business use cases, from individual agents to coordinated multi-agent systems and agentic applications.
Understand capabilities, operating boundaries, and limitations, supported by practitioner assessment information for qualified solutions.
Reach the companies behind relevant solutions to discuss your requirements, request a demonstration, and explore the next steps.
More clarity before you choose. Our aim is to help businesses look beyond a product claim and understand what a solution is designed to do, how it operates, and where further evaluation is needed.
Building the marketplace starts with understanding the solutions.
Before the marketplace launches, we’re inviting solution providers to share what they’ve built. Our experienced practitioners will assess relevant aspects of your solution and offer practical feedback to help you strengthen it.
The assessment is free, with scope and feedback shaped around your solution. Those meeting AgentPlays’ qualification criteria become eligible for onboarding and listing at launch.
Apply for a free assessmentThese areas guide the review. What we examine, how deeply we assess it, and the evidence we request depend on your solution and its intended use.
Intended users and outcomes, supported tasks, demonstrated capabilities, and limitations.
Agent roles and boundaries, orchestration, tool usage, and the balance between predefined workflows and autonomous decisions.
Knowledge sources, data access and boundaries, memory, model dependencies, and external processing.
Guardrails, the security approach, permissions, human approval, escalation, and intervention points.
Integration needs, monitoring, failure handling, recovery, and the responsibilities of the team operating the solution.
Relevant areas are selected for your solution. The review method, depth, and feedback format are agreed in context, rather than applied as one fixed checklist or report.
A useful assessment connects what a system demonstrates with what the business actually needs.
Our reviewers draw on hands-on solution design, implementation lessons, and practical patterns to examine how your system is built and how well it can achieve its intended outcomes.
AI tools can support analysis and surface questions. Our practitioners interpret the available evidence, challenge assumptions, and connect technical choices with real business constraints. The assessment and qualification recommendation remain practitioner-led.
Actual workflows, incomplete data, integration limits, and the people who must operate the solution.
Recognizing failure patterns, questioning design choices, and making trade-offs informed by practical experience.
Deciding whether the evidence is sufficient, which gaps matter, and what improvements deserve priority.
An agent may complete a support task in a demo. Our review also asks: What happens when the data is incomplete, the tool fails, or the action needs human approval?
Useful feedback shaped around your solution. The depth and format vary with the agreed scope and available evidence.
Understand relevant strengths, gaps, and limitations identified during the review.
Get recommendations suited to your architecture, intended use, and current stage.
Understand your qualification outcome or next steps. Qualified solutions become eligible for listing when the marketplace launches.
A focused review shaped around your solution, its current stage, and the evidence available.
Tell us what you are building and the business outcome it should achieve.
We discuss eligibility, relevant assessment areas, evidence, and scheduling.
We examine the system and share findings and practical recommendations.
Receive feedback and next steps. Qualifying solutions become eligible for onboarding at launch.
The assessment is free. Participation depends on eligibility and reviewer availability. Listing depends on meeting the qualification criteria.
Tell us about your agentic solution. We will review your application and get in touch to discuss the next steps.
No source code, credentials, or customer data needed at this stage.
The details that help you decide
whether the program is right for you.
Companies and software firms building agentic solutions for business: individual AI agents, multi-agent systems, agentic workflows, or business applications with agentic capabilities. A working demonstration and a clear business use case help us assess readiness. If your solution is still in development, tell us its stage in the application.
Yes. The agreed assessment is free under the AgentPlays Prelaunch Free Assessment Program. Participation depends on eligibility and reviewer availability. We discuss the scope and schedule with you before starting.
No. The applicable areas, review method, depth, and evidence requested depend on the nature, complexity, maturity, and intended use of your solution. An individual agent and a multi-agent business system may require different approaches.
You will receive private practitioner feedback on relevant strengths, gaps, and improvement opportunities, along with the qualification outcome or next steps. The depth and format of feedback vary by solution and agreed scope; the program does not promise a fixed report template, page count, or identical scoring breakdown.
Experienced agentic AI practitioners lead the review. AI can assist analysis, but practitioners bring implementation experience, business context, and judgment to challenge assumptions and interpret the available evidence. Reviewer identities and employer details are not published.
Start with a solution overview and intended business outcome. We then discuss relevant documentation, architecture information, a demonstration, and any access needed for the agreed scope. Do not submit source code, credentials, or customer data through this form.
Application details are used to review your request and contact you about the program. Confidentiality and access arrangements are discussed before technical materials are shared. Feedback is shared privately with your team; public assessment information requires your permission.
No. A solution must score at least 3 out of 5 in every applicable required assessment aspect, have sufficient supporting evidence, and have no unresolved material concerns. A higher overall score cannot offset a required aspect below 3. If gaps remain, we explain the next steps before reassessment.
The AgentPlays marketplace is launching soon. Solutions that meet the qualification criteria become eligible for onboarding and listing at launch. We will discuss onboarding and timing with qualifying providers.
No. This is a high-level, scoped technical assessment based on the information and demonstrations made available. It does not automatically include source-code audits, penetration testing, exhaustive performance testing, or compliance certification, and it does not guarantee future performance.
Our team will review your application and contact you about eligibility, scope, and scheduling. Timing depends on the solution and reviewer availability; a completion deadline is not promised at application stage.
Apply for a free expert assessment of your agentic business solution. Get practical feedback and take the first step toward qualification for the upcoming AgentPlays marketplace.