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FlowWeaver turns operational intent into multi-vendor workflows your team can see, simulate and approve before anything touches production.
AI helps you build. It never runs in the execution path, so the same workflow behaves the same way every time.
Every version must pass simulation and human approval before it can run against production devices.
SSH, NETCONF, SNMPv3, REST, Ansible, Python and GitOps in one workflow.
Runs on your infrastructure. Connect OpenAI, Anthropic, Gemini, DeepSeek, Kimi or a local model through Ollama.
Network automation usually fails one of two ways: scripts only their author can maintain, or AI tools that act on the network with no audit trail. With FlowWeaver the assistant helps you design the workflow, and the workflow itself is a visible graph that runs identically every time, with every step logged and every change approved.
Tell the assistant what you need in plain English, such as "list active devices from NetBox and email a CSV report."
The assistant drafts the workflow on the canvas: steps, targets, and success and failure paths. Edit any node by hand.
A simulation validates the graph and is bound to that exact version. Change a node and it has to pass again.
Promote from Draft to QA to Production. Production requires the right role and a human approval.
The engine executes step by step with live status, per-step logs, retries and a complete audit trail.


Ask AI from the editor. The assistant reads run logs, explains failures, proposes fixes and edits the workflow for you to review.
Permission tiers: each tool call is checked against the user's role.
No victory until verified: a workflow is ready only after its current version passes simulation.
Never in production: the assistant builds; the engine executes.

Follow every run on a live graph. Open any step to see its logs and its input and output payloads.
Schedules and triggers: run on a timer, on demand or from a webhook.
Reports: CSV and HTML output delivered by email or chat.

Administrators set the rules once and FlowWeaver enforces them on every workflow, run and AI action.
Role-based access for building, approving and running.
Global policies as guardrails across all workflows.
Audit log of every change and every assistant action.
Cisco IOS XE, Juniper Junos, Arista EOS, Nokia SR Linux and any device reachable by SSH, NETCONF, SNMPv3 or REST.
NetBox, Infoblox and ServiceNow, plus any REST API through integrations.
Git repositories, webhooks, and workflow import and export.
Slack, Microsoft Teams, Telegram, WhatsApp and email.
OpenAI, Anthropic, Google Gemini, DeepSeek, Kimi, Ollama (local) or a custom endpoint.
MCP servers and reusable skills extend what the assistant can do. Third-party names are used for identification only.
Validate a device before it's written to your source of truth, so bad data never gets in.
A closed-loop audit that reconciles your systems of record with what's actually on the network.
Check OS versions on Arista, Juniper and Cisco against policy and open ServiceNow tasks for the gaps.
Bring a task your team repeats every week. We'll show you what it looks like as a verified workflow.
FlowWeaver is self-hosted. Your devices, credentials and data stay on infrastructure you control, and each installation serves a single organization.
✓ Deploy and operate in an environment you control.
✓ Support environments with limited or no external connectivity.
✓ Protect sensitive information with security controls.
✓ Apply safeguards to integrations and automated actions.
✓ Manage access and maintain a record of activity.
Please reach us at contact@networkingdev.com if you cannot find an answer to your question.
No. The assistant helps you build and fix workflows. Execution is handled by a deterministic engine with no language model in the path, and production runs require a verified, approved version.
Your own. FlowWeaver supports OpenAI, Anthropic, Google Gemini, DeepSeek, Kimi, local models through Ollama, and custom endpoints.
No. FlowWeaver is self-hosted on your infrastructure, and each installation serves one organization.
Not for most workflows: the assistant and the canvas handle them. When you need custom logic, add a Python, Ansible or REST snippet.
FlowWeaver is open source under the Apache License 2.0. The code is on GitHub: github.com/Isaza-Labs/flow-weaver.
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Nashira and FlowWeaver are products of Isaza Labs LLC.