An enterprise automation platform for agents and workflows
Enterprise automation used to mean connectors and a scheduler. With AI agents in the mix it also means authority, approvals and audit. This page lists what to ask and what Swfte can and cannot answer today.
Last reviewed 6 October 2026
What “enterprise” adds to automation
Terms such as business process automation, intelligent automation and hyperautomation overlap and are used by analysts and vendors for slightly different things. Strip the labels and the buyer’s question is the same: how do we automate work across many teams without losing control of it?
A team automating its own tasks needs a builder and some connectors. An enterprise needs those plus answers to questions that only appear at scale. Who is allowed to build? Who approved this automation to touch the finance system? Can we prove what ran last March? What happens when the person who built it leaves?
AI agents sharpen these questions. An agent can decide, so the automation has a kind of discretion that a fixed workflow never had. The platform must be able to bound that discretion and show it.
Eight things to test in a proof of concept
Ask each vendor for written answers and a demonstration on your own data.
| Area | What to ask | Evidence to request |
|---|---|---|
| Integrations | Which of our systems are covered natively, and how do we reach the rest? | A named list for your systems, and the custom-connector route. |
| Identity and access | How do people sign in, how are roles defined, and how are leavers removed? | The plan that includes single sign-on and provisioning, in writing. |
| Agent authority | What can an agent touch, and who authorised that? | A definition of one agent’s limits, and a log showing them enforced. |
| Approvals | Where does a person approve, and what happens while the run waits? | A demo of a paused run, an approval and the resulting record. |
| Audit | Can we reconstruct who did what, with which data, on a given date? | An export of one run’s record and the retention period. |
| Change control | How do we test, release in stages and roll back? | Versioning and rollback shown on a live change (release channels are in development). |
| Deployment and data | Where does data live, and can it run in our environment? | Regions, tenancy options and what is self-serve versus an engagement. |
| Cost and exit | What does a heavy month cost, and how do we leave? | The pricing unit, a worked example and an export format. |
How Swfte answers each one
Integrations: Studio lists 100+ tool integrations and an API for custom systems. That is a smaller catalogue than the largest integration platforms, so check it against your list before anything else.
Identity: role and tenant controls are available. SAML single sign-on and SCIM provisioning are in development and not generally available. If they are a gate for you, say so early.
Agent authority and approvals: Studio has human-approval steps in workflows, and Nexus applies policy to agents while they run. Each agent has an identity, permissions and limits, and consequential actions can require a named approver. The platform describes five levels of autonomy, so an agent can start by recommending and be given more room as its record supports it.
Audit: each run records traces, logs and token-cost telemetry per step, and configurable data-retention policies are designed for, not shipped. The platform’s model is to trace the chain from data to model to agent to decision to action to outcome.
Change control: workflow and chatflow versions can be rolled back and chatflow versions A/B tested in Studio. Golden sets, regression runs, release channels and gradual rollouts are in development.
Deployment: Studio is a managed service, with customer data at rest in AWS Ireland. Dedicated or private deployment is designed for and scoped with Swfte as an engagement. It is not self-serve, and there is no self-serve self-hosting.
Cost: Free (10 workflows, 5 agents, 2,000 executions per month); Pro $39; Team $99 (3 users included); Enterprise custom. Studio meters executions. Model usage goes through the Connect gateway, which provides budgets and alerts.
Assurance: Swfte does not hold a SOC 2 report or an ISO 27001 certificate and does not sign HIPAA Business Associate Agreements today; a SOC 2 Type I audit is in preparation, and the trust page has the current status. We do not claim that using Studio makes your processes compliant; that depends on your use case, jurisdiction, deployment and configuration.
Where enterprise automation programmes go wrong
These are patterns, not statistics. We have not measured their frequency.
- Citizen-built automations with no owner. Someone builds something useful, leaves, and nobody knows what it touches. Require an owner and a purpose on every automation.
- Credentials shared across automations. When one leaks, everything it touched is exposed. Prefer an identity per agent and per workflow.
- Approvals bolted on afterwards. A process designed without a human checkpoint rarely gains a good one later. Design them in.
- Licences priced per run when the process loops. Retries, branches and agent steps multiply the count. Ask for a worked example at your volume.
- No exit plan. Ask on day one how definitions and history are exported.
A sensible rollout order
Start with a process that has a clear owner, a measurable result and low consequence if it goes wrong, such as drafting replies or routing requests with a person approving each one. Run it at the assist level, where the agent recommends and a person decides, and keep the record.
Move to approval-by-exception only after the record shows the agent has been right on real volume. Then add the next process. At each step, the question is what the agent is allowed to do and who said so, not what it is capable of.
Enterprise capabilities, labelled
These rows restate what the Swfte product pages say. Where a capability is not available today, it is marked.
| Capability | State | Note |
|---|---|---|
| Visual builder for agents and workflows | Available | Visual builder for agents and workflows (Studio), on the same platform as the gateway |
| Tool integrations | Available | 100+ tool integrations, plus an API for custom systems. This is far fewer than the largest integration catalogues. |
| Model choice | Available | Any model reachable through the Connect gateway. 50+ providers. The pricing page lists 300+ models on Pro and 25+ models on Free. |
| Testing and evaluation | In development | Testing and evaluation: A/B experiments between chatflow versions and safety policies on agents are built; golden sets and regression runs are in development |
| Versioning and rollback | Available | Versions with promote and rollback for chatflows and workflows; release channels and gradual rollouts are in development |
| Release channels and gradual rollout | In development | Not available today. Studio has no channel routing or traffic-split rollout of agent versions. |
| Traces, logs and token-cost telemetry | Available | Traces, logs and token-cost telemetry per step |
| Role-based access and human-approval steps in workflows | Available | Role-based access and human-approval steps in workflows; configurable data-retention policies are designed for, not shipped |
| Configurable data-retention policies | Designed for | Retention periods are fixed today; a per-workspace setting is not available. |
| Runtime policy and approvals for agents (Nexus) | Available | Agents and workflows in Studio; agent policy and approvals in Nexus (separate products) |
| SAML SSO and SCIM | In development | Listed on the Enterprise tier as planned; not generally available today. |
| Dedicated or private deployment | Designed for | Scoped with Swfte as an engagement. Not self-serve. |
| Self-serve self-hosting | Not offered | If you need to self-host the product yourself today, choose another tool. |
| Desktop or UI-robot automation | Not offered | Studio workflows are API and tool based. They do not drive a desktop screen. |
| Published uptime SLA | Not offered | Swfte does not publish an uptime SLA figure. |
Common questions
- What is an enterprise automation platform?
- Software for automating business processes across teams, with the connectors, access control, approvals, audit and deployment options that a large organisation needs. With AI agents, it also has to bound what an agent may decide and show what it did.
- How is it different from RPA or iPaaS?
- RPA operates applications through their screens. iPaaS connects systems through APIs. An enterprise automation platform sits above both, coordinating steps, agents and people. Many enterprises use all three.
- Does Swfte offer single sign-on?
- SAML single sign-on and SCIM provisioning are in development and are not generally available. Role and tenant controls are available.
- Can Studio run in our own cloud or on premises?
- Dedicated or private deployment is designed for and scoped with Swfte as an engagement. It is not self-serve, and there is no self-serve self-hosting.
- Where is customer data stored?
- Customer data at rest is in AWS Ireland on the managed service. Other locations are agreed per dedicated deployment.
- Does using Studio make my processes compliant?
- No. Swfte does not hold a SOC 2 report or an ISO 27001 certificate and does not sign HIPAA Business Associate Agreements today (a SOC 2 Type I audit is in preparation), and provides controls, governance mechanisms and evidence. Whether your use is compliant depends on your use case, jurisdiction, deployment and configuration.
- How is Studio priced?
- Free (10 workflows, 5 agents, 2,000 executions per month); Pro $39; Team $99 (3 users included); Enterprise custom. Studio meters executions, and model usage goes through the Connect gateway.
Related reading
- Swfte StudioAgents and workflows
- NexusPolicy and approvals
- Governed workflowsLayer 05
- Governance on the platformRuntime, not paperwork
- Workflow automationThe wider category
- iPaaS for agentsIntegration platforms
- RPA alternativeBots versus agents
- Enterprise AI agentsAgents at enterprise scale
- Trust centreWhat is true today
- Best automation platformsVendors compared, with sources
See the three buyer guides: best automation platforms, best AI agent builders and best data intelligence platforms.