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In Numun.io, workflows are first designed and validated in Agent Studio as structured, multi-step graphs—made up of agents, tools, conditionals, loops, and outputs. Once a workflow is complete, it doesn’t live in isolation.
By toggling the workflow on in Agent+ Mode, users can execute that same workflow directly from the AI chat interface.
Instead of receiving a simple text response, the AI runs the full workflow behind the scenes and returns structured run results, including tool outputs, decisions taken, and final outcomes.
The result is an AI experience that goes beyond conversation, turning chat into a live interface for executing and inspecting real autonomous workflows.
In this example, Python code is generated and executed via Fly.io, returning a structured summary of results.
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Closing the books shouldn't take days of detective work.
The problem: Every month, finance teams spend days explaining why the numbers moved. They dig through invoices, POs and ledger lines to justify each variance against budget, then chase approvals and write board commentary. It's slow, manual and hard to audit.
The solution: Closeroom is an AI agent for month-end close. You ask in plain words, and it explains every variance, cites the source document behind each number, ties the totals out to the trial balance, and flags anything that doesn't add up for a human decision.
The impact: The work moves from investigation to review. Teams close faster, reviewers sign off with evidence in hand, and every number can be traced for audit.
Concept · B2B FinTech · AI SaaS
Love this!
Your website could be generating enquiries every day, but how many potential customers are slipping through because nobody is following up quickly or qualifying them properly?
A business owner reached out to me with exactly this problem.
Their website was collecting enquiries, but there was no consistent process for reviewing them, identifying serious prospects and responding.
So I built a system to handle that entire process.
Here's what happens when someone submits an enquiry:
→ The system picks it up immediately, whether it's 2 PM or 2 AM.
→ Invalid submissions and duplicate enquiries are filtered out.
→ Each enquiry is assessed against the business's own qualification rules and classified as qualified, needing more information, or not a fit.
→ Every assessment must be supported by exact quotes from the original enquiry. Those quotes are independently verified, so unsupported claims are marked as unknown.
→ Each lead is added to the CRM with its assessment, notes and pipeline card.
→ A personalised reply is drafted based on the information provided, asking only for what's missing.
→ The draft goes to Slack for human review. A team member can approve it, edit it or reject it.
→ Once approved, the email is sent and the lead moves forward in the pipeline.
I built the entire system using n8n and Claude, with the client's existing tools and accounts.
One important detail: AI makes only two decisions throughout the entire workflow. Everything else is designed to validate those decisions and keep the process controlled, traceable and reliable.
The goal isn't simply to automate emails. It's to make sure incoming enquiries are properly handled, qualified and followed up without relying on someone to manually manage every step.
If you're a business owner, founder or agency owner looking to improve how your business handles incoming leads, send me a DM.
Let's build something around your business.
Nice project👍
Most SaaS landing pages lose visitors in the first 5 seconds. Not because the product is bad, but because the page doesn't explain it fast enough.
That was the challenge behind Flowmind, an AI workflow tool I designed and built in Webflow:
→ A hero that says what it does in one line
→ Product visuals instead of vague illustrations
→ Pricing and FAQs that answer objections before they become questions
→ Fully responsive, fast, and easy for the client to update through the CMS
A website isn't decoration. It's your best salesperson, working 24/7.
If your landing page isn't converting the way it should, let's talk. 👇
This is so true, most landing pages lose people not because the product is bad but because the hero takes too long to explain it. Your one line hero for Flowmind does exactly what it should, you know what it does in 2 seconds. For local businesses I see the same thing, if the...