How to choose an enterprise agent platform

Independent research, updated November 9, 2026. Based on vendors' official product, pricing and documentation pages. We have not tested these products hands-on.

Answer in brief: Pick the type of platform first, then the vendor. There are four types. SaaS-suite agent layers (Microsoft Copilot Studio, Salesforce Agentforce, ServiceNow AI Agents, Oracle AI Agent Studio) are the fastest route to production, because your data, permissions and audit trail already live there. Hyperscaler agent clouds (Google Gemini Enterprise Agent Platform, Amazon Bedrock AgentCore) give engineers any framework and broad model choice on managed, governed infrastructure. Independent platforms (IBM watsonx Orchestrate, UiPath, Kore.ai, WRITER, OpenAI Agents API and Frontier) work across systems and, in some cases, across clouds or on premises. Open-source frameworks (Google ADK, LangChain and LangGraph, the OpenAI Agents SDK, Strands) are the code layer that the hyperscaler runtimes host. Once you know your type, score the vendors on governance, pricing meter, deployment options and a real pilot.

Top pick: Microsoft Copilot Studio. If your company runs on Microsoft 365, this is the shortest path from idea to governed agent. Business teams and IT build agents, workflows and apps in one studio, you can start on pay-as-you-go credits with no upfront commitment, and Microsoft says 90% of the Fortune 500 has used it. Visit Microsoft Copilot Studio →

The market map: four kinds of agent platform

Type	Who's in it	Who builds	Typical pricing meter	Wins when
SaaS-suite agent layer	Microsoft Copilot Studio, Salesforce Agentforce, ServiceNow AI Agents, Oracle AI Agent Studio	Business technologists, admins, pro developers	Credits, actions, conversations, assists, per-user add-ons	The work happens inside that suite's data and workflows
Hyperscaler agent cloud	Google Gemini Enterprise Agent Platform, Amazon Bedrock AgentCore	Engineering and data teams	vCPU-hours, GiB-hours, per-call tools, plus model tokens	You build custom agents in code and want framework and model freedom
Independent platform	IBM watsonx Orchestrate, UiPath, Kore.ai, WRITER, OpenAI Agents API / Frontier	Low-code and pro-code	Published tiers, seats, tokens or quotes	Agents span many systems, clouds or on-premises environments
Open-source framework	Google ADK, LangChain/LangGraph, OpenAI Agents SDK, Strands	Developers	Free code; you pay for hosting and models	You want agent logic you can move between runtimes

These types work together. AWS says AgentCore runs agents built with LangChain, the OpenAI Agents SDK, the Claude Agent SDK, Strands or your own framework. Google's Agent Runtime integrates ADK and has managed templates for LangChain, LangGraph, AG2 and LlamaIndex (LlamaIndex is in preview). IBM says watsonx Orchestrate can scan supported third-party environments, such as Amazon Bedrock, for agents and bring them under its control plane.

The 7-point scorecard

System-of-record fit. Where do the data and the permissions live? An agent that inherits existing access controls starts weeks ahead of one that has to rebuild them.
Builder fit. No-code studios suit business teams, and code-first runtimes suit engineers. Ask who will maintain the agent after launch.
Governance. Require agent identity, least-privilege tool access, audit logs, evaluations, version control and a central inventory of agents. Examples: Google's Agent Identity, Agent Registry and Agent Gateway; AWS AgentCore Policy, which checks every Gateway tool call against your rules; ServiceNow AI Control Tower; IBM's control plane; Microsoft's Power Platform admin center.
Pricing meter. Know exactly which unit you pay for (see the table below), then model a month of real traffic, including model tokens.
Model choice. Google's Model Garden lists 200+ models, including Gemini, Anthropic's Claude and Gemma. AWS says AgentCore works with any model. Copilot Studio can use models from Azure AI Foundry. UiPath Enterprise and WRITER Enterprise support bringing your preferred models.
Deployment and data residency. IBM watsonx Orchestrate runs on IBM Cloud, AWS or on premises. UiPath Standard and Enterprise can be hosted in UiPath regions or on your own premises. Most of the others are cloud services.
Open standards. MCP (for tools) and A2A (for agent-to-agent communication) reduce lock-in. IBM lists support for both. Google supports A2A on Agent Runtime, in preview. AWS AgentCore Gateway and OpenAI's Agents API connect to MCP servers, and Oracle AI Agent Studio lists MCP servers as a tool type.

Pricing meters, decoded

Platform	What you pay for	Public entry point
Microsoft Copilot Studio	Copilot Credits	$0.01 per credit pay-as-you-go; Microsoft 365 Copilot $30/user/month (paid yearly)
Salesforce Agentforce	Flex Credits, conversations or users	$500 per 100,000 credits; $2 per conversation; $5/user/month license
Google Gemini Enterprise Agent Platform	Runtime compute and memory, sessions, memory bank, tokens	$0.085/vCPU-hour, $0.009/GiB-hour; Gemini Enterprise Business from $21/seat/month
Amazon Bedrock AgentCore	Per-second CPU and memory; per-call tools	No minimum fees; Web Search $7 per 1,000 queries
ServiceNow AI Agents	Assists	Quote only; 25, 50 or 150 assists per agentic workflow, depending on size
IBM watsonx Orchestrate	Monthly tier	Essentials from $578/month
UiPath	Tier, plus users and robots	Community free; Basic from $25/month
Oracle AI Agent Studio	Custom AI Agent subscriptions, pooled tokens	Templates included with Fusion; custom agents $50/user/month (minimum 10)
OpenAI Agents API	Model tokens, tools, containers	For example, gpt-6.1-sol at $2 input / $10 output per 1M tokens
WRITER	Per-seat plans with credit limits	Starter: 14-day free trial; Enterprise by quote
Kore.ai	Not published	Demo-led

See the full pricing comparison.

Which type wins for you

SaaS-suite layer: most of the agent's job touches a single suite, such as Microsoft 365, Salesforce CRM, ServiceNow or Oracle Fusion.
Hyperscaler agent cloud: your engineers already ship on Google Cloud or AWS, and the agent is part of your own product or internal platform.
Independent platform: you need one governance layer across vendors (IBM); agents mixed with RPA robots and human approvals (UiPath); strictly defined and tested service agents (Kore.ai); on-brand content and knowledge workflows (WRITER); or a direct relationship with OpenAI (Agents API, Frontier).
Open-source framework: you want agent logic you can move between runtimes.

Run a pilot that proves something

Pick one workflow with a measurable outcome, one owner and real permissions. Use the free routes vendors publish: Salesforce Foundations (free, with restrictions), IBM's 30-day trial, UiPath's 60-day Standard trial, WRITER's 14-day trial, a $200 Azure credit for new accounts, and up to $200 in AWS Free Tier credits for new customers. Track cost per completed task, not cost per message.

FAQ

What is the difference between an agent platform and an agent framework?

A framework, such as ADK, LangGraph or the OpenAI Agents SDK, is code for an agent's logic. A platform adds hosting, identity, tool access control, memory, evaluation, audit and billing, so agents can run safely in production.

Should we standardize on one enterprise agent platform?

Usually not at first. Many enterprises use a suite's agent layer for work inside that suite and a hyperscaler or independent platform for agents that cross systems. Governance products such as IBM watsonx Orchestrate's control plane and ServiceNow AI Control Tower exist to manage that mix.

Which platforms publish prices?

Microsoft, Salesforce, Google, AWS, IBM (Essentials and Standard), UiPath (Community and Basic), Oracle and OpenAI (API tokens) publish list prices. ServiceNow, Kore.ai and OpenAI Frontier are sales-led.

Is OpenAI Agent Builder still available?

Only until November 30, 2026. OpenAI's deprecations page says Agent Builder and the hosted Evals platform shut down on that date. OpenAI recommends the Agents SDK for code-based agents and ChatGPT Workspace Agents for building agents in natural language. ChatKit remains available.

Visit the platforms

Keep going

See the ranked list of enterprise agent platforms · Copilot Studio vs Agentforce · Google vs AWS AgentCore · Methodology. Want a pure top-10 ranking instead of a category guide? Our sister site bestenterpriseagentplatforms.com covers that.