Who each engine recommends
Position of every brand named in the latest run.
| Brand | ChatGPT | Perplexity | AI Mode | Mention rate |
|---|---|---|---|---|
| Microsoft Copilot StudioTop pick | #1 | #4 | #1 | |
| IBM watsonx Orchestrate | #6 | #6 | #2 | |
| AWS | #3 | #3 | #5 | |
| ServiceNow | #5 | #8 | #3 | |
| Salesforce | #4 | #7 | #6 | |
| Oracle AI Agent Studio | #7 | #1 | — | |
| Databricks | #8 | #2 | — | |
| Google Gemini Enterprise | #2 | #5 | — | |
| AgentCore | #22 | — | #4 | |
| OneReach.ai | #20 | — | #8 | |
| Gravitee | #18 | — | #9 | |
| Palantir | #9 | #17 | — | |
| UiPath | #10 | #9 | — | |
| Automation Anywhere | #15 | #10 | — | |
| Lyzr | #19 | — | #10 | |
| Boomi | #16 | #11 | — | |
| Claude | #11 | #18 | — | |
| Dataiku | #25 | #12 | — | |
| Looker | #13 | #14 | — | |
| OpenAI Agents SDK | #14 | #19 | — | |
| Kore.ai | #26 | #15 | — | |
| Cognigy | #27 | #16 | — | |
| C3 AI | #23 | #20 | — | |
| Glean | #12 | — | — | |
| Workato | — | #13 | — | |
| Dify | #17 | — | — | |
| LangChain | #21 | — | — | |
| Pega | #24 | — | — |
Responses
What each engine answered, and how the shortlist moved.
Which AI agent vendors do analysts recommend? (2026) Based on the latest analyst research available as of November 2026, there isn't one universally recommended AI agent vendor. The strongest candidates depend on whether you're looking to build autonomous enterprise agents, automate business processes, deploy employee assistants, or manage customer-facing agents. However, several vendors appear repeatedly across Gartner, Forrester, ISG and Constellation Research evaluations. Analyst-recommended…
- Microsoft Copilot Studio — Enterprise assistants: Microsoft, Google, OpenAI, Anthropic and ServiceNow.
- Google Gemini Enterprise — Google Cloud — end-to-end agent development and deployment.
- AWS — Agent management and governance: Microsoft, IBM, Salesforce, ServiceNow, AWS and Boomi.
- Salesforce — Agent management and governance: Microsoft, IBM, Salesforce, ServiceNow, AWS and Boomi.
- ServiceNow — Enterprise assistants: Microsoft, Google, OpenAI, Anthropic and ServiceNow.
- IBM watsonx Orchestrate — Agent management and governance: Microsoft, IBM, Salesforce, ServiceNow, AWS and Boomi.
- Oracle AI Agent Studio
- Databricks — Databricks — data-centric agent applications.
- Palantir — Agent development: Google, AWS, IBM, Microsoft, OpenAI, LangChain and Palantir.
- UiPath — UiPath — automation of complex business processes.
- Claude — Enterprise assistants: Microsoft, Google, OpenAI, Anthropic and ServiceNow.
- Glean
- Looker — Enterprise assistants: Microsoft, Google, OpenAI, Anthropic and ServiceNow.
- OpenAI Agents SDK — Enterprise assistants: Microsoft, Google, OpenAI, Anthropic and ServiceNow.
- Automation Anywhere
- Boomi — Agent management and governance: Microsoft, IBM, Salesforce, ServiceNow, AWS and Boomi.
- Dify
- Gravitee
- Lyzr
- OneReach.ai
- LangChain — Agent development: Google, AWS, IBM, Microsoft, OpenAI, LangChain and Palantir.
- AgentCore
- C3 AI
- Pega
- Dataiku
- Kore.ai — For customer service, Gartner's July 2026 Conversational AI Platforms research also evaluates Kore.ai, Cognigy, Google, IBM, Salesforce, Yellow.ai and other specialists.
- Cognigy — For customer service, Gartner's July 2026 Conversational AI Platforms research also evaluates Kore.ai, Cognigy, Google, IBM, Salesforce, Yellow.ai and other specialists.
- Oracle AI Agent Studio — Analysts most consistently recommend Oracle, Databricks, and AWS for enterprise AI-agent platforms: ISG ranks them as its top three overall leaders in 2026.
- Databricks — Analysts most consistently recommend Oracle, Databricks, and AWS for enterprise AI-agent platforms: ISG ranks them as its top three overall leaders in 2026.
- AWS — Analysts most consistently recommend Oracle, Databricks, and AWS for enterprise AI-agent platforms: ISG ranks them as its top three overall leaders in 2026.
- Microsoft Copilot Studio — Microsoft, Google Cloud, IBM, Salesforce, ServiceNow, UiPath, Automation Anywhere, Boomi, Dataiku, Teradata, and Workato — rated “Exemplary” by ISG.
- Google Gemini Enterprise — Microsoft, Google Cloud, IBM, Salesforce, ServiceNow, UiPath, Automation Anywhere, Boomi, Dataiku, Teradata, and Workato — rated “Exemplary” by ISG.
- IBM watsonx Orchestrate — Microsoft, Google Cloud, IBM, Salesforce, ServiceNow, UiPath, Automation Anywhere, Boomi, Dataiku, Teradata, and Workato — rated “Exemplary” by ISG.
- Salesforce — Microsoft, Google Cloud, IBM, Salesforce, ServiceNow, UiPath, Automation Anywhere, Boomi, Dataiku, Teradata, and Workato — rated “Exemplary” by ISG.
- ServiceNow — Microsoft, Google Cloud, IBM, Salesforce, ServiceNow, UiPath, Automation Anywhere, Boomi, Dataiku, Teradata, and Workato — rated “Exemplary” by ISG.
- UiPath — Microsoft, Google Cloud, IBM, Salesforce, ServiceNow, UiPath, Automation Anywhere, Boomi, Dataiku, Teradata, and Workato — rated “Exemplary” by ISG.
- Automation Anywhere — Microsoft, Google Cloud, IBM, Salesforce, ServiceNow, UiPath, Automation Anywhere, Boomi, Dataiku, Teradata, and Workato — rated “Exemplary” by ISG.
- Boomi — Microsoft, Google Cloud, IBM, Salesforce, ServiceNow, UiPath, Automation Anywhere, Boomi, Dataiku, Teradata, and Workato — rated “Exemplary” by ISG.
- Dataiku — Microsoft, Google Cloud, IBM, Salesforce, ServiceNow, UiPath, Automation Anywhere, Boomi, Dataiku, Teradata, and Workato — rated “Exemplary” by ISG.
- Workato — Microsoft, Google Cloud, IBM, Salesforce, ServiceNow, UiPath, Automation Anywhere, Boomi, Dataiku, Teradata, and Workato — rated “Exemplary” by ISG.
- Looker — Microsoft, Google Cloud, IBM, Salesforce, ServiceNow, UiPath, Automation Anywhere, Boomi, Dataiku, Teradata, and Workato — rated “Exemplary” by ISG.
- Kore.ai — Salesforce, Google, Kore.ai, and SoundHound AI — identified as Gartner Magic Quadrant Leaders for conversational AI platforms.
- Cognigy — NiCE Cognigy — identified as a relevant Forrester Wave Leader for conversational AI.
- Palantir — Palantir, Anthropic, OpenAI, and C3 AI — included by ISG in its evaluated vendor landscape, though ISG placed them in the “Merit” tier rather than the top tiers.
- Claude — Palantir, Anthropic, OpenAI, and C3 AI — included by ISG in its evaluated vendor landscape, though ISG placed them in the “Merit” tier rather than the top tiers.
- OpenAI Agents SDK — Palantir, Anthropic, OpenAI, and C3 AI — included by ISG in its evaluated vendor landscape, though ISG placed them in the “Merit” tier rather than the top tiers.
- C3 AI — Palantir, Anthropic, OpenAI, and C3 AI — included by ISG in its evaluated vendor landscape, though ISG placed them in the “Merit” tier rather than the top tiers.
Major technology research firms like Gartner have begun evaluating the enterprise autonomous landscape. In Gartner's inaugural Magic Quadrant for AI Agent Management Platforms , analysts categorize top vendors based on their ability to handle enterprise scale, runtime governance, and cross-platform control.[](https://www.cxtoday.com/gartner-unveils-inaugural-magic-quadrant-for-ai-agent-management)[](https://cxtoday.com/gartner-unveils-inaugural-magic-quadrant-for-ai-agent-management) The…
- Microsoft Copilot Studio — Microsoft: Recognized for its extensive enterprise integration, scale, and strong governance portfolio tailored for managing an expanding corporate agent workforce.[](https://www.cxtoday.com/gartner-unveils-inaugural-…
- IBM watsonx Orchestrate — IBM: Positioned as a leader for its robust enterprise-grade controls, orchestration capabilities, and focus on trustworthy, accountable AI operations.[](https://www.cxtoday.com/gartner-unveils-inaugural-magic-quadrant-…
- ServiceNow — ServiceNow: Praised for treating agents, models, and data sets as managed configuration items—tying them directly to business services, risk processes, and change-management workflows.[](https://cxtoday.com/gartner-…
- AgentCore — Amazon Web Services (AWS): Noted for infrastructure-level security (such as Bedrock AgentCore, Cedar authorization policies, and runtime guardrails), though it leans developer-centric and requires more custom workflow…
- AWS — Amazon Web Services (AWS): Noted for infrastructure-level security (such as Bedrock AgentCore, Cedar authorization policies, and runtime guardrails), though it leans developer-centric and requires more custom workflow…
- Salesforce — Salesforce: Noted for its Agent Fabric and Agentforce bundle, offering a broad cross-platform control plane across major third-party environments, though analysts point out potential cost-predictability challenges with…
- OneReach.ai — OneReach.ai: Highlighted as a strong contender for building and managing conversational and automated agent architectures.
- Gravitee — Gravitee: Recognized for API-centric management and control planes overseeing agentic workflows.[](https://cxtoday.com/gartner-unveils-inaugural-magic-quadrant-for-ai-agent-management).
- Lyzr — Lyzr: Noted for specialized compliance and governance features tailored to regulated environments, though more limited in managing broad, heterogeneous third-party agent estates.[](https://www.cxtoday.com/gartner-…
Citations
Sources the engines cited for this prompt.
| Source | Type | Citations | Cited by |
|---|---|---|---|
| gartner.com | Analyst | 7 | ChatGPT |
| isg-one.com | Web | 4 | ChatGPT, Perplexity |
| constellationr.com | Web | 2 | ChatGPT |
| cxtoday.com | Web | 2 | Google AI Mode |
| forrester.com | Analyst | 2 | ChatGPT |
| atlan.com | Web | 1 | Perplexity |
| c3.ai | Brand site · C3 AI | 1 | ChatGPT |
| g2.com | Review site | 1 | Perplexity |
| ienable.ai | Web | 1 | Perplexity |
| oracle.com | Web | 1 | Perplexity |
| precedenceresearch.com | Web | 1 | Perplexity |
| rework.com | Web | 1 | Perplexity |
| spotlightar.com | Web | 1 | ChatGPT |
| upsolve.ai | Web | 1 | Perplexity |
| viktor.com | Web | 1 | Perplexity |