Tray.ai Alternatives (October 2026)
TL;DR: Tray.ai is an enterprise integration and automation platform (iPaaS) that now includes a no-code agent builder and a governed MCP gateway. Swfte Studio is a managed builder for agents and workflows on the same platform as a model gateway; it is not an iPaaS. Keep Tray for enterprise integration; consider Swfte when the agents and model decisions are the point.
About Tray.ai and why teams compare it
Tray.ai describes itself as the AI-ready integration and automation platform, offering enterprise orchestration for data and AI. Its site names two products: Tray iPaaS (integration, automation and MCP, including Merlin Agent Builder and Agent Gateway for MCP) and Tray Helix, for deploying and governing apps that teams build with AI. It states 700+ connectors, and its trust page lists SOC 1 and SOC 2 Type 2 examinations. Pricing is sales-led and based on usage. Teams compare it with Swfte when they want agents that call business systems and are weighing a broad integration platform against a builder focused on agents, testing and release control. This page compares the two on published facts and says who should stay with Tray.
Tray.ai sits in the Enterprise iPaaS with an agent builder category. In short: Integration and automation platform (iPaaS) with a no-code Merlin Agent Builder and an Agent Gateway for governed MCP, sold on usage through sales. Pricing as published is Not published; sales-led. The pricing page lists Pro, Team and Enterprise tiers with workspace counts and log retention, and says pricing is based on usage and features. Usage is counted in tasks. A free trial is offered. It is best for Enterprise teams that need an integration platform with a large connector library and want agents and governed MCP built on top of it.
Swfte vs Tray.ai at a glance
| Capability | Swfte | Tray.ai | Checked at |
|---|---|---|---|
| Category | Visual builder for agents and workflows (Studio), on the same platform as the gateway | The AI-ready integration and automation platform: Tray iPaaS (integration, automation, MCP) and Tray Helix (deploy and govern apps built with AI), per Tray | tray.ai |
| Pricing unit and plans | Free (10 workflows, 5 agents, 2,000 executions per month); Pro $39; Team $99 (3 users included); Enterprise custom | Not published; sales-led. Pro, Team and Enterprise tiers are listed without prices, and Tray says pricing is based on usage and the features you need. A free trial is offered | Pricing |
| How usage is counted | Executions per month by plan; see the pricing page for model usage terms | In tasks, which Tray says cover integration, automation, MCP and agents. How a task is counted is not stated on the pricing page | Pricing |
| Integrations and connectors | 100+ tool integrations, plus an API for custom systems | 700+ connectors, per Tray; the connectors can be used as agent tools and as MCP tools | tray.ai |
| AI agents and models | Any model reachable through the Connect gateway; agents and multi-agent orchestration in Studio | Merlin Agent Builder is a no-code builder for agents with knowledge sources, tools and guardrails. Tray says every major LLM is pluggable; the pages we reviewed do not name the supported models. Agents ship to Slack, Teams, a chatbot or an API | Merlin Agent Builder |
| MCP | See the MCP gateway page for how Swfte approaches MCP | Agent Gateway for MCP lets teams spin up, version, publish and deprecate managed MCP servers, with the 700+ connectors available as MCP tools, per Tray | Agent Gateway |
| Human approval and governance | Role-based access and human-approval steps in workflows; configurable data-retention policies are designed for, not shipped | Merlin lists approval workflows for sensitive actions, per-user access control and a log of every tool call. Agent Gateway lists workspace isolation and team-level scopes, with each MCP call traced to a user, agent and purpose | Merlin Agent Builder |
| Evaluation and versioning | Testing and evaluation: A/B experiments between chatflow versions and safety policies on agents are built; golden sets and regression runs are in development. Versions with promote and rollback for chatflows and workflows; release channels and gradual rollouts are in development | The Merlin documentation has a “Testing Your Agent” section, and the launch announcement mentions step isolation for testing. Agent Gateway lists versioning of MCP servers. Evaluation sets and agent versioning are not verified from the pages we reviewed | Merlin launch announcement |
| Hosting and deployment | Managed service; customer data at rest in AWS Ireland. Dedicated or private deployment is designed for and scoped as an engagement, not self-serve | Cloud service with a choice of US, EU or APAC hosting, per Tray’s trust page. Region-specific hosting and on-premise connectors are listed for Enterprise plans. A fully self-hosted edition is not verified from the pages we reviewed | Agent Gateway |
| SSO and admin controls | SAML SSO and SCIM are in development | SSO with any SAML 2.0 identity provider, on Enterprise plans or as an add-on, with just-in-time provisioning. SCIM is not mentioned on that page. The pricing page lists unlimited workspaces and 180-day insights on Enterprise | Single sign-on |
| Data use | See the trust centre; a no-training statement is pending confirmation and is not made here | States that Tray never trains on your data and that AI providers do not retain prompts or responses after processing | Trust |
| Compliance | No SOC 2 report or ISO 27001 certificate is held and no HIPAA BAA is signed today; a SOC 2 Type I audit is in preparation (see the trust page). The exact posture depends on your use case, jurisdiction and deployment | SOC 1 Type 2 and SOC 2 Type 2, examined by Schellman for 1 August 2024 to 31 July 2025, and a statement that Tray complies with GDPR, CCPA and HIPAA. ISO 27001 is not stated on the page | Trust |
| Export and portability | Not verified for Studio on this page | Projects and individual workflows export and import as JSON files between Tray orgs and workspaces. Definitions and structure move; stored data and access-control configuration do not | Export and import |
Tray.ai values were checked against the vendor's own pages on October 6, 2026. Plans, prices and limits change; confirm on the vendor's page before you decide. Where a cell is blank or says "not verified", we could not confirm it from a primary source and chose not to guess.
Who should pick which
Pick Tray.ai if
- You need an enterprise integration platform with 700+ connectors, and agents are one use of it among many.
- You want governed MCP across the organisation, with managed servers, per-tool access control and traced calls, which Agent Gateway for MCP is built for.
- You need a choice of US, EU or APAC hosting, or on-premise connectors on an Enterprise plan.
- You need SSO on SAML 2.0 today and a SOC 1 and SOC 2 Type 2 examination to hand to your security team.
- You already run workflows on Tray and an agent layer on the same platform removes a second tool.
Pick Swfte if
- The work is agents and model decisions, and you want the builder and the model gateway on one platform.
- You want testing, versioned releases and rollbacks in the build flow, and a free plan to start on without a sales call.
- You want human-approval steps in workflows and role and tenant controls, with Nexus available next to Studio for agent governance.
- You are comfortable with Swfte’s current gaps: SAML SSO and SCIM are in development, dedicated or private deployment is scoped as an engagement and is not self-serve, and the integration catalogue is much smaller than 700+ connectors.
- You are not replacing an iPaaS. You want an agent and workflow layer beside the integration platform you already have.
What Tray.ai does well
- An enterprise integration platform: Tray states 700+ connectors, usable as agent tools and as MCP tools
- Merlin Agent Builder, a no-code builder whose agents run in Slack, Teams, a chatbot or over an API, with every tool call logged
- Agent Gateway for MCP, a governance layer for managed MCP servers, with per-tool access control and traceable calls
- SOC 1 and SOC 2 Type 2 examinations by Schellman, and a choice of US, EU or APAC hosting, per Tray’s trust page
- SSO on SAML 2.0 for Enterprise plans or as an add-on, and a project export and import between environments
Trade-offs to weigh
- Pricing is not published: the pricing page says it is based on usage and features and asks you to contact sales, so you cannot size a bill before a call
- It is an integration platform first, with agents as one layer on top; teams that only want an agent and evaluation workflow may carry more platform than they need
- The Merlin documentation page points readers to their Customer Success Manager or Account Executive to use the feature, so availability may depend on your contract
- Export and import moves projects between Tray orgs and workspaces; the documentation does not describe importing from other products
When Swfte is the better choice
When the aim is agents and model decisions with evaluation, versioned releases and a model gateway on one platform, and you can start on a published free plan. Tray is the stronger choice for deep enterprise integration.
Swfte Studio builds agents and workflows visually, and uses the Connect gateway for model access, so routing, failover and cost tracking are shared. Studio lists testing and evaluation, semantic versions with rollbacks, and human-approval steps in workflows. Nexus adds agent governance. It is the agent and workflow layer, not an integration platform.
Swfte is not a replacement for Tray’s iPaaS or its enterprise integration work. Tray has far more connectors, SAML SSO today and a choice of hosting regions. Swfte is earlier on enterprise identity: SAML SSO and SCIM are in development, and dedicated or private deployment is an engagement, not self-serve.
Where Swfte fits
Agents that decide, not just move data
Workflows where a model chooses the next step, calls tools and may need approval fit Studio’s agent builder, with the gateway and governance on the same platform.
Tested and versioned AI steps
Studio lists A/B experiments between chatflow versions and version rollback, with golden sets, regression runs and release channels in development around the model steps.
One platform for workflows and model access
Studio uses the Connect gateway, so routing, failover and cost tracking are shared with the workflows that use them.
Keep Tray for enterprise integration
Few teams should replace an integration platform with a builder. Keep Tray for the system-to-system plumbing and governed MCP, and use Swfte where an agent decision needs testing and release control.
How to migrate from Tray.ai to Swfte
1. Decide what Swfte would replace
Tray is an integration platform and Swfte Studio is not one. List your Tray workflows and mark which are plain system integrations (usually staying put) and which are agent or model-driven (candidates for Studio).
2. Check the connectors you rely on
Tray states 700+ connectors. Studio lists 100+ tool integrations plus an API for custom systems. Check each system an agent-driven workflow touches against Studio’s list before you plan a move.
3. Export a project as a record
Tray exports projects and individual workflows as JSON files, covering workflows, project configuration and basic agent metadata. We do not list an import for Tray exports, so use the file as a record of triggers, steps and mappings to rebuild by hand. Stored data and access-control configuration are not part of the export.
4. Rebuild one workflow in Studio
Recreate the trigger, the agent or prompt, the tools and any approval step. Studio’s free plan includes 10 workflows, 5 agents and 2,000 executions per month, enough to test one case.
5. Test on real inputs, then run both
Run 20 to 50 real inputs through Studio’s testing and compare with the Tray workflow. Then send live triggers to both for a while and compare outputs, failures and cost.
6. Cut over what fits
Move the agent-driven workflows once results hold, and keep Tray for the integrations and for MCP governance. Raise any change to your Tray contract with Tray directly, since its pricing is not published.
How Tray.ai compares to other alternatives
Other enterprise integration platforms worth reading are MuleSoft and Boomi, and for app-to-app automation Zapier and Make. Each has its own page in the alternatives index.
For a full cross-comparison see the alternatives index and the head-to-head comparisons grouped by category.
Sources
Tray.ai facts on this page come from the vendor's own documentation and pricing pages. Swfte facts come from our pricing and product pages. See something out of date? Tell us at sales@swfte.com and we will correct it.
Frequently asked questions about Tray.ai alternatives
Is Swfte a Tray.ai alternative?
For building and releasing AI agents and AI-centric workflows, yes. Swfte is not an iPaaS or an API-management product, and it does not replace Tray’s enterprise integration work. Tray states 700+ connectors; Studio lists 100+ tool integrations plus an API.
How much does Tray.ai cost?
Tray does not publish prices. Its pricing page lists Pro, Team and Enterprise tiers and says pricing is based on your usage and the features you need, with a quote from sales. It also says a free trial is available. Swfte Studio publishes its plans: Free, Pro $39, Team $99 (3 users included) and Enterprise custom.
Does Tray.ai have a free plan?
The pricing page says Tray offers a free trial. It does not list a free plan. Swfte Studio has a Free plan with 10 workflows, 5 agents and 2,000 executions per month.
Can I import my Tray workflows into Swfte?
No. We do not list an import for Tray exports, and Tray’s documentation describes export and import between its own orgs and workspaces only. The JSON export is useful as a record of what to rebuild in Studio.
Can I self-host Tray.ai?
We did not find a self-hosted edition on the pages we reviewed. Tray says customers choose US, EU or APAC hosting and lists on-premise connectors for Enterprise plans. Swfte Studio is a managed service; dedicated or private deployment is scoped as an engagement, not self-serve.
Does Tray.ai support AI agents and MCP?
Yes. Merlin Agent Builder builds agents with tools, knowledge sources and guardrails, and Agent Gateway for MCP governs managed MCP servers built on its connectors. The Merlin documentation page asks readers to contact their Customer Success Manager or Account Executive to use it. Studio lists agents and multi-agent orchestration; for MCP see our MCP gateway guide.
Which is better for compliance?
Tray’s trust page lists SOC 1 Type 2 and SOC 2 Type 2 examinations by Schellman and says Tray complies with GDPR, CCPA and HIPAA. Swfte does not hold a SOC 2 report or an ISO 27001 certificate and does not sign HIPAA BAAs today; a SOC 2 Type I audit is in preparation, and the trust page has the current status. Ask each vendor for its documents and confirm scope for your use case.
Is Tray.io the same as Tray.ai?
Tray’s own pages now use the name Tray.ai, and its older tray.io documentation addresses redirect to tray.ai. We did not find a page that states when the name changed.
Related alternatives
Related
- MuleSoft alternatives
- Boomi alternatives
- Zapier alternatives
- Make alternatives
- iPaaS for AI agents and workflows
- MCP gateway guide
- Swfte Studio: build agents and workflows
- Swfte Connect: the model gateway behind Studio
- Swfte Nexus: governance for AI agents
- AI agent builder guide
- Best automation platforms, compared with sources
- Best AI agent builders, compared with sources
- Swfte pricing
- Trust centre: what is true today and what we do not claim
- All AI tool alternatives
- Head-to-head AI model + tool comparisons
- API pricing for every major LLM
- AI model leaderboard
- Best LLM 2026
- Best AI agents 2026
- Vendor lock-in leaderboard
Rebuild one agent workflow in Studio
Pick the Tray workflow where a model makes the decisions, rebuild it on the free plan, and compare results on your own data.
Free plan · Managed service