AI tools for agent workflow building
Build a configured agent or multi-step workflow with defined state, tools, review points, and failure handling.
For agent workflow building, compare Replit Agent, Salesforce Agentforce, Lindy, Microsoft Copilot Studio, Glean Agents, Dust, Dify, CrewAI, LangGraph, Skyvern by their documented outputs, setup, operating costs and review requirements. Choose against this task’s inputs and limitations; this guide does not rank measured product performance.
Explore the enterprise operations industry guide →
Inputs & prerequisites
Workflow specification, schema, model/tool access, test data, budget, and approval conditions.
Test retries, idempotency, unsupported input, access boundaries, approval, and total model/tool cost.
Candidates & fit
Evaluate when: Founders and builders prototyping an application with hosted development, data, and deployment services.
Check first: Generated auth, payments, database schemas, and public deployment require security and acceptance checks.
Documented use: Agent builds and refines applications from a conversational request. Inspect evidence →
Evaluate when: Salesforce organizations deploying agents around existing CRM data, action permissions, and service processes.
Check first: Agent actions can update business systems; least-privilege setup and sandbox testing are necessary.
Documented use: The platform lists agents for service, sales, employee support, and appointment scheduling. Inspect evidence →
Evaluate when: Teams configuring cross-app research, meeting follow-up, and recurring operations with shared company context.
Check first: Connected-app permissions can allow email, CRM, or other external changes.
Documented use: The reviewed page lists Gmail, Slack, Notion, HubSpot, and MCP integrations. Inspect evidence →
Evaluate when: Microsoft-oriented organizations building a governed custom agent around approved data, actions, and channels.
Check first: A builder platform does not supply a validated business process without configuration.
Documented use: The platform builds custom agents, workflows, and apps with no code. Inspect evidence →
Evaluate when: Enterprises searching across authorized internal systems and building reusable agents with access governance.
Check first: Search completeness depends on connectors, indexing freshness, and source access.
Documented use: Glean offers enterprise search and context connected to company systems. Inspect evidence →
Evaluate when: Teams building reusable internal agents over approved company tools and shared context.
Check first: Connector counts differ between the product overview and plan tables; confirm the purchased allowance.
Documented use: Dust connects company knowledge and tools for shared agents. Inspect evidence →
Evaluate when: Technical and business teams designing inspectable AI workflows or a custom knowledge application with deployment choice.
Check first: Do not assume an unmodified Apache 2.0 license from the derivative-license description.
Documented use: Workflow Studio combines model, tool, knowledge, decision, and human-input steps. Inspect evidence →
Evaluate when: Developers implementing role-based agent teams inside a structured workflow with explicit state and task boundaries.
Check first: Framework openness does not establish entitlement to all enterprise controls.
Documented use: Crews consist of role-based agents with goals, tools, and delegated tasks. Inspect evidence →
Evaluate when: Developers needing explicit state transitions, durable execution, and intervention points in a custom agent application.
Check first: LangGraph is infrastructure for an agent, so business behavior depends on the code and model design.
Documented use: LangGraph mixes deterministic and LLM-driven steps within one graph. Inspect evidence →
Evaluate when: Developers and operations teams piloting one repetitive browser workflow in a sandbox with inspectable action logs and explicitly bounded form, download and submission permissions.
Check first: Browser automation can submit forms or change a connected system. Use an authorized sandbox and make allowed read/write actions explicit.
Documented use: The platform advertises browser-native invoice collection, data extraction and form workflows. Inspect evidence →
Filter this task’s candidates
Default: search match priority, or documented detail then name. No popularity scores.
Dify is a visual platform for agentic workflows, retrieval pipelines, tools, and model connections, with managed cloud and private deployment options. Its reviewed page describes a Community Edition as source-available under an Apache-2.0-derivative license, so self-hosting and open-source labeling should be checked separately against the actual license.
Dust is a shared agent workspace combining company knowledge, connected tools, multiple model choices, and collaboration between people and agents. The reviewed pages describe data/tool permissions, agent access, reusable skills, scheduled or event-driven workflows, and credit-based team plans, so a pilot should include both knowledge answers and action controls.
LangGraph is a low-level agent orchestration runtime for stateful workflows that combine deterministic code with model-driven steps. Its reviewed documentation describes persistence, streaming, memory, and human oversight, while the product page identifies the library as MIT-licensed and distinguishes it from LangSmith tracing and deployment services.
Agentforce is Salesforce’s agent platform for customer service, sales development, employee support, and connected business actions. The reviewed pages describe configured subagents, instructions, actions, observability, and MCP support, with several usage and license models rather than one universal per-agent price.
CrewAI provides a multi-agent framework organized around role-based Crews and stateful, event-driven Flows, plus a managed enterprise build/runtime offering. The reviewed documentation recommends a Flow as the application structure and a Crew for delegated collaborative tasks, so evaluation should separate framework behavior from the hosted control-plane features.
Copilot Studio is a no-code platform for creating and managing custom agents, workflows, and apps connected to business data. The reviewed page includes conversational and autonomous capabilities, connectors and MCP, multi-agent orchestration, evaluations, and governed deployment, so it is a builder whose finished behavior depends on the configured solution.
Skyvern builds browser agents for repetitive portal work such as collecting invoices, extracting structured data and filling forms. A user can define a task or configure a multi-step workflow through its cloud interface or developer tooling, then inspect recordings, screenshots and action explanations. Its official blog identifies Suchintan Singh as co-founder and CEO, and its site identifies Ikonomos Inc. as the operating company. It is included here as a founder-built specialist vendor; the reviewed sources do not establish that its current team is small. A self-hosted core is documented separately from the managed cloud and its additional services.
Lindy is a hosted team agent that connects company tools, shared meetings, editable memory, and scheduled routines. Its reviewed page describes work through Slack and integrations such as Gmail, Notion, and HubSpot, with built-in approvals and credits measuring the work performed.
Glean combines enterprise search and company context with agent building, event-triggered orchestration, and governance. The reviewed Agents page describes reasoning and actions grounded in enterprise context plus permissions-aware oversight, making connector coverage and access behavior central to a meaningful evaluation.
Compare the same facts
| Selection question | Replit AgentReplit | Salesforce AgentforceSalesforce | LindyLindy |
|---|---|---|---|
| Product type | Supervised agent | Supervised agent | Supervised agent |
| Best suited for | Founders and builders prototyping an application with hosted development, data, and deployment services. | Salesforce organizations deploying agents around existing CRM data, action permissions, and service processes. | Teams configuring cross-app research, meeting follow-up, and recurring operations with shared company context. |
| Shared / related tasks | |||
| Price model | Workspace subscriptions · model credits and usageThe reviewed pricing page has Core and Pro subscriptions with different model credits and usage allowances, plus Enterprise. Application hosting, database consumption, and effort-based usage should be reconciled against the actual project bill. | Flex Credits · conversations · qualifying user licensesThe reviewed rate card distinguishes action credits, conversations, and per-user choices, plus different purchase commitments. Base Salesforce licensing, Data 360, voice, and other service charges require configuration-specific confirmation. | Per-user subscriptions · pooled work creditsThe reviewed plans allocate monthly credits per seat to a shared pool. Task complexity changes credit usage, unused credits do not roll over, and enterprise controls have separate terms. Verify the workload rather than assuming a fixed cost per automation. |
| Price amount | Not verified — not assumed to be $0 | Not verified — not assumed to be $0 | Not verified — not assumed to be $0 |
| Deployment | Hosted service; exact tenancy and regional options require confirmation | Hosted service; exact tenancy and regional options require confirmation | Hosted service; exact tenancy and regional options require confirmation |
| API | Not verifiedNot verified in the reviewed official material. | Not verifiedNot verified in the reviewed official material. | Not verifiedNot verified in the reviewed official material. |
| Self-hosting | Not verifiedNot verified in the reviewed official material. | Not verifiedNot verified in the reviewed official material. | Not verifiedNot verified in the reviewed official material. |
| Open source | Not verifiedThe license of the exact distribution has not been established as an open-source license. | Not verifiedThe license of the exact distribution has not been established as an open-source license. | Not verifiedThe license of the exact distribution has not been established as an open-source license. |
| Inputs | Application requirements, acceptance criteria, authorized design assets, test data, and permitted external-service connections. | Salesforce or authorized external data, agent instructions, subagent scope, permitted actions, escalation policy, and usage budget. | Approved company knowledge, connected app accounts, meeting recordings, task instructions, schedules, and approval rules. |
| Outputs | Application code, a hosted workspace, browser-test reports described by the vendor, and deployable application artifacts. | Customer or employee responses, lead qualification and meeting workflows, case actions, and monitored agent activity. | Research or meeting briefs, draft responses, connected-app updates, and scheduled workflow artifacts. |
| Platform relationship | Not verified | Not verified | Not verified |
| Permissions | Exact action scopes not verified | Exact action scopes not verified | Exact action scopes not verified |
| Commercial use | Output rights, data-provider licenses, and applicable contractual conditions require review for the intended use. | Output rights, data-provider licenses, and applicable contractual conditions require review for the intended use. | Output rights, data-provider licenses, and applicable contractual conditions require review for the intended use. |
| Human review | Review generated code, dependencies, security boundaries, and CI before merging or deployment. Validate governance and action boundaries in a development environment before scheduling or publishing agents. | Validate prospect data, ownership, contact eligibility, and CRM or messaging actions before rollout. Test policy accuracy and action failure paths using approved or synthetic customer cases. Validate governance and action boundaries in a development environment before scheduling or publishing agents. | Validate prospect data, ownership, contact eligibility, and CRM or messaging actions before rollout. Validate governance and action boundaries in a development environment before scheduling or publishing agents. |
| Software Development · Development environment | Hosted application-building workspace through chatSource 1 | Outside this profile’s reviewed scope | Outside this profile’s reviewed scope |
| Software Development · Repository access | Not verifiedNot verified in the reviewed official material. | Outside this profile’s reviewed scope | Outside this profile’s reviewed scope |
| Software Development · Execution permissions | Not verifiedNot verified in the reviewed official material. | Outside this profile’s reviewed scope | Outside this profile’s reviewed scope |
| Software Development · Change review | Not verifiedNot verified in the reviewed official material. | Outside this profile’s reviewed scope | Outside this profile’s reviewed scope |
| Software Development · Model providers | Not verifiedNot verified in the reviewed official material. | Outside this profile’s reviewed scope | Outside this profile’s reviewed scope |
| Software Development · Deployment options | Not verifiedNot verified in the reviewed official material. | Outside this profile’s reviewed scope | Outside this profile’s reviewed scope |
| Enterprise Operations · Knowledge connections | Not verifiedNot verified in the reviewed official material. | Not verifiedNot verified in the reviewed official material. | Connected company tools and a shared meeting librarySource 1 |
| Enterprise Operations · Agent configuration | Build agents and workflows using natural-language requestsSource 1 | Subagents, actions, and instructions in Agent BuilderSource 1 | Reusable skills and scheduled routinesSource 1 |
| Enterprise Operations · Approval requirements | Not verifiedNot verified in the reviewed official material. | Not verifiedNot verified in the reviewed official material. | Not verifiedNot verified in the reviewed official material. |
| Enterprise Operations · Execution visibility | Vendor describes periodic browser-test reportsSource 1 | Not verifiedNot verified in the reviewed official material. | Not verifiedNot verified in the reviewed official material. |
| Enterprise Operations · Deployment options | Not verifiedNot verified in the reviewed official material. | Not verifiedNot verified in the reviewed official material. | Not verifiedNot verified in the reviewed official material. |
| Enterprise Operations · Data handling | Not verifiedNot verified in the reviewed official material. | Not verifiedNot verified in the reviewed official material. | Not verifiedNot verified in the reviewed official material. |
| Sales & CRM · CRM connections | Outside this profile’s reviewed scope | Salesforce CRM with authorized external dataSource 1 | HubSpot is listed with Gmail, Slack, Notion, and other integrationsSource 1 |
| Sales & CRM · Research sources | Outside this profile’s reviewed scope | Not verifiedNot verified in the reviewed official material. | Not verifiedNot verified in the reviewed official material. |
| Sales & CRM · Customer data access | Outside this profile’s reviewed scope | Customer 360 and Data 360 context advertisedSource 1 | Not verifiedNot verified in the reviewed official material. |
| Sales & CRM · Outbound actions | Outside this profile’s reviewed scope | Sales-development responses and meeting-booking workflowsSource 1 | Not verifiedNot verified in the reviewed official material. |
| Sales & CRM · Approval requirements | Outside this profile’s reviewed scope | Not verifiedNot verified in the reviewed official material. | Not verifiedNot verified in the reviewed official material. |
| Sales & CRM · Usage units | Outside this profile’s reviewed scope | Flex Credits, Conversations, and per-user optionsSource 1 | Monthly per-seat credits pooled by workspaceSource 1 |
| Customer Support · Knowledge sources | Outside this profile’s reviewed scope | Not verifiedNot verified in the reviewed official material. | Outside this profile’s reviewed scope |
| Customer Support · Support channels | Outside this profile’s reviewed scope | Not verifiedNot verified in the reviewed official material. | Outside this profile’s reviewed scope |
| Customer Support · Human handoff | Outside this profile’s reviewed scope | Not verifiedNot verified in the reviewed official material. | Outside this profile’s reviewed scope |
| Customer Support · Customer data access | Outside this profile’s reviewed scope | Customer 360 and Data 360 context advertisedSource 1 | Outside this profile’s reviewed scope |
| Customer Support · Action permissions | Outside this profile’s reviewed scope | Not verifiedNot verified in the reviewed official material. | Outside this profile’s reviewed scope |
| Customer Support · Resolution billing | Outside this profile’s reviewed scope | Not verifiedNot verified in the reviewed official material. | Outside this profile’s reviewed scope |
| Verification | Partially verified · 2026-10-02 | Partially verified · 2026-10-02 | Partially verified · 2026-10-02 |
| Independent testing | Not conducted by uAgentKit | Not conducted by uAgentKit | Not conducted by uAgentKit |
The table shows the first three candidates. Add any 2–3 products to your shortlist for a different comparison.
A practical evaluation sequence
- Prepare the inputs and define a reviewable output.
- Check the candidate’s documented capability and plan eligibility.
- Run a small sample in the vendor product with authorized data.
- Review the result, permissions, sources and full operating cost.
Cost & human review
Check base subscriptions, seats, usage credits, connected app charges, hosting and any licensed source data. Trial access does not establish a recurring free allowance. Exact unverified prices remain unknown.
Test retries, idempotency, unsupported input, access boundaries, approval, and total model/tool cost.
Related editorial comparisons
Sources & limits
What “official sources” means We read vendor material for the claims cited below. This is a documentation review. No independent product test or professional endorsement is implied. Read our method →
- Official Replit Agent workflow
Replit · replit.com · Read · 2026-10-02
- Official Replit subscriptions and credits
Replit · replit.com · Read · 2026-10-02
- Official Salesforce Agentforce platform
Salesforce · www.salesforce.com · Read · 2026-10-02
- Official Agentforce buying models and rate card
Salesforce · www.salesforce.com · Read · 2026-10-02
- Official Lindy team-agent features
Lindy · www.lindy.ai · Read · 2026-10-02
- Official Lindy seat and credit model
Lindy · www.lindy.ai · Read · 2026-10-02
- Official Microsoft Copilot Studio features
Microsoft · www.microsoft.com · Read · 2026-10-02
- Official Copilot Studio consumption models
Microsoft · www.microsoft.com · Read · 2026-10-02
- Official Glean platform and enterprise search
Glean · www.glean.com · Read · 2026-10-02
- Official Glean Agents building, governance, and orchestration
Glean · www.glean.com · Read · 2026-10-02
- Official Dust collaboration, models, and permissions
Dust · dust.tt · Read · 2026-10-02
- Official Dust credits and enterprise options
Dust · dust.tt · Read · 2026-10-02
- Official Dify workflow and deployment options
Dify · dify.ai · Read · 2026-10-02
- Official Dify plan and deployment conditions
Dify · dify.ai · Read · 2026-10-02
- Official CrewAI enterprise build/runtime offering
CrewAI · www.crewai.com · Read · 2026-10-02
- Official CrewAI Crews and Flows framework
CrewAI · docs.crewai.com · Read · 2026-10-02
- Official LangGraph capabilities and library license
LangChain · www.langchain.com · Read · 2026-10-02
- Official LangGraph architecture and runnable example
LangChain · docs.langchain.com · Read · 2026-10-02
- Official Skyvern browser-agent workflows
Skyvern · www.skyvern.com · Read · 2026-10-02
- Official co-founder and CEO disclosure
Skyvern · www.skyvern.com · Read · 2026-10-02
- Official Skyvern credits and plan-specific controls
Skyvern · www.skyvern.com · Read · 2026-10-02
- Official cloud and local-server quickstart
Skyvern · docs.skyvern.com · Read · 2026-10-02
- Official Skyvern repository setup and core-versus-cloud boundary
Skyvern · raw.githubusercontent.com · Read · 2026-10-02
- Official GNU Affero General Public License version 3
Skyvern · raw.githubusercontent.com · Read · 2026-10-02