Guide

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

The short answer
An enterprise automation platform has to do four things beyond running workflows: connect to the systems you already have, control who and what may act, keep a record that stands up to audit, and run where your policy says it may. Swfte Studio covers governed agents and workflows with approvals, versioning and per-step traces, with published pricing (Free (10 workflows, 5 agents, 2,000 executions per month); Pro $39; Team $99 (3 users included); Enterprise custom). It is not the widest connector catalogue, SAML SSO and SCIM are in development, and private deployment is scoped as an engagement rather than self-serve.
Definition

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.

Checklist

Eight things to test in a proof of concept

Ask each vendor for written answers and a demonstration on your own data.

AreaWhat to askEvidence to request
IntegrationsWhich 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 accessHow 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 authorityWhat can an agent touch, and who authorised that?A definition of one agent’s limits, and a log showing them enforced.
ApprovalsWhere does a person approve, and what happens while the run waits?A demo of a paused run, an approval and the resulting record.
AuditCan we reconstruct who did what, with which data, on a given date?An export of one run’s record and the retention period.
Change controlHow do we test, release in stages and roll back?Versioning and rollback shown on a live change (release channels are in development).
Deployment and dataWhere does data live, and can it run in our environment?Regions, tenancy options and what is self-serve versus an engagement.
Cost and exitWhat does a heavy month cost, and how do we leave?The pricing unit, a worked example and an export format.
Our own checklist. Apply it to every vendor, including Swfte.
Swfte’s answers

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.

Pitfalls

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.
Rollout

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.

Honest labels

Enterprise capabilities, labelled

These rows restate what the Swfte product pages say. Where a capability is not available today, it is marked.

CapabilityStateNote
Visual builder for agents and workflowsAvailableVisual builder for agents and workflows (Studio), on the same platform as the gateway
Tool integrationsAvailable100+ tool integrations, plus an API for custom systems. This is far fewer than the largest integration catalogues.
Model choiceAvailableAny model reachable through the Connect gateway. 50+ providers. The pricing page lists 300+ models on Pro and 25+ models on Free.
Testing and evaluationIn developmentTesting 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 rollbackAvailableVersions with promote and rollback for chatflows and workflows; release channels and gradual rollouts are in development
Release channels and gradual rolloutIn developmentNot available today. Studio has no channel routing or traffic-split rollout of agent versions.
Traces, logs and token-cost telemetryAvailableTraces, logs and token-cost telemetry per step
Role-based access and human-approval steps in workflowsAvailableRole-based access and human-approval steps in workflows; configurable data-retention policies are designed for, not shipped
Configurable data-retention policiesDesigned forRetention periods are fixed today; a per-workspace setting is not available.
Runtime policy and approvals for agents (Nexus)AvailableAgents and workflows in Studio; agent policy and approvals in Nexus (separate products)
SAML SSO and SCIMIn developmentListed on the Enterprise tier as planned; not generally available today.
Dedicated or private deploymentDesigned forScoped with Swfte as an engagement. Not self-serve.
Self-serve self-hostingNot offeredIf you need to self-host the product yourself today, choose another tool.
Desktop or UI-robot automationNot offeredStudio workflows are API and tool based. They do not drive a desktop screen.
Published uptime SLANot offeredSwfte does not publish an uptime SLA figure.
Available means it is described on the Swfte product pages today. Designed for means architectural intent, not something to rely on yet.

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.

Build this in Studio

Describe what you need in plain language. Studio builds the agents and workflows, and you keep every version.