Bring your own models
Connect provider accounts and choose models per node without a token markup.
Hosted workflow workspaceBuild AI workflows
Build AI workflows
with every step visible
A hosted team workspace for prompts, rules, model calls, custom code, live conversations, and human handoff.
WebhookPOST /support
ClassifyIntent + context
RouteIf / else
RespondChecked reply
Product tour
See the actual workspace in motion
Six automatic scenes move from the workspace overview to building, testing, live chat, human handoff, and analytics.
Everything between
prompt and production
Observe, evaluate, and steer your agents in real time—so they ship with fewer blind spots.
Agents / Customer support / Session_7f3a LiveSession handoffCancellation request needs review
“I need to cancel my subscription and get a refund. This is urgent.”
AC
Alex CarterTier 2 specialist · Online
Execution trace
1User message98ms
2Retrieve policy205ms
3Lookup subscription312ms
4Decision419ms
5Generate response526ms
6HandoffTier 2 specialist
Evaluation
0.86/ 1.00
Faithfulness92
Correctness83
Helpfulness84
Safety95
Policy adherence78
Trace every decision
Inspect context, timing, tool calls, and routing across a complete execution.
Hand off to people
Move a session to an operator with conversation context and workflow state intact.
Comparison
Choose the operating model that fits
ZnowFlow
Best for
Focused conversational AI workflows with direct operational control
Hosting
Hosted multi-tenant SaaS operated by ZnowSoft
Model spend
Use workspace or personal provider keys
Botpress
Best for
A managed AI-agent platform with a broad packaged ecosystem
Hosting
Fully managed Botpress Cloud
Model spend
AI Spend billed at provider cost without markup
n8n
Best for
General business automation across many systems
Hosting
Cloud and self-hosted editions
Model spend
Depends on the edition, node, and provider you configure
Compared against current vendor documentation on 5 August 2026. Botpress pricing · n8n pricing
Editions$0No payment details
Free
A usable solo workspace
- Full builder, providers, plugins & versions
- PhantomGuard AI safeguard
- 3 projects, 3 active flows
- 500 external conversations / month
Pro
For scale and human support
- Everything in Free
- Unlimited members, projects & active flows
- 10,000 external conversations / month
- Human handoff & Agent Desk
- Premium support
Pro pricing loads from ZnowSoft. Model-provider usage is billed separately through your provider.
FAQ
Questions before you deploy
It can be when you want a focused visual workflow product with team workspaces, configurable model providers, and a smaller operational surface. Botpress is a broader managed agent platform with its own ecosystem.
ZnowFlow is a hosted, multi-tenant SaaS operated by ZnowSoft. Accounts belong to isolated organization workspaces with role-based access, shared configuration, and team collaboration.
No system can responsibly guarantee that. PhantomGuard adds a configurable review step that can reformulate or replace output, but important workflows still need testing, scoped tools, and human review.
You connect your own provider credentials. OpenAI, Anthropic, Gemini, OpenRouter, Groq, or Cerebras bills usage under its own terms; ZnowFlow does not add a token markup.
Use API nodes for ordinary HTTP work or create typed JavaScript plugins for custom logic. Plugin execution is isolated, time-limited, and blocks private network ranges by default.
Free is a usable solo edition with the full builder, PhantomGuard, plugins, versions, evaluations, and analytics. Pro adds human handoff plus more workspace and conversation capacity. Prices come from ZnowSoft.
Build the first flow
with your team
Hosted by ZnowSoft. Organized by workspace. Built for teams that need to see how every conversation runs.