Marsen Hub / Agents & everyday automation
Website AI agents and business automation.
Plan website lead qualification, CRM handoffs and routine work around your team. Define the approved answers, connected tools and decisions that need human review.
From a website question to a CRM handoff.
A website AI agent for lead qualification should capture the visitor’s need, ask for missing details and give a person enough context to continue. We scope the approved answers, CRM fields and human handoff before connecting the workflow.
Illustrative conversation
- Visitor
Can you connect website enquiries to our CRM?
- Example assistant
Which CRM do you use, and when would you like to start?
- Visitor
We want to discuss the options. Next month.
- Example assistant
Share your name and email if you want the team to contact you. Please confirm permission to follow up.
- Visitor
Casey Example, [email protected]. Yes, please contact me.
What your team receives
- Contact
- Casey Example · [email protected]
- Need
- Connect website enquiries to a CRM
- Timing
- Next month
- Owner / next action
- Demo review team / review enquiry
- Source / event reference
- Website chat / chat-demo-001
Illustrative conversation, manually written with fictional details. Our downloadable test starts with structured fields and uses an in-memory destination. It does not test language understanding, a live chat service, a customer CRM or revenue improvement.
Reproduce the handoff checksHow should a website AI agent qualify a lead?
- Capture the request. Keep the visitor’s stated need, current CRM and timing. Ask one missing question at a time and leave unknown answers unset.
- Apply agreed fit rules. Separate facts from inferred intent. Route an ambiguous match or a request outside the approved scope to the team.
- Confirm the CRM receipt. Map the fields, check for an existing event and retain the destination record reference. Resolve an uncertain write before retrying.
- Give a person the next action. Include the request summary, missing information, owner and agreed follow-up. A meeting is confirmed only after the booking system confirms it.
Use the CRM field template to agree what your team needs. The Twenty CRM receipt pilot demonstrates a separate destination receipt check. The conversation and qualification rules here remain an implementation design, with model evaluation required for each rollout.
Make the exceptions part of the workflow.
A detail is missing
Ask for the missing field. Keep the enquiry incomplete until it is supplied.
The answer is unknown
Offer a human contact route. Do not invent an answer or promise a confirmed booking.
The record cannot be saved
Show the failure and a contact route. A sent request is not a confirmed CRM receipt.
The same event arrives again
Recognize the existing receipt. Changed details under the same reference need review.
On 28 September 2026, our eight synthetic checks passed for field mapping, replay, missing information, human handoff and failure handling. The separate Twenty CRM receipt pilot documents its own live destination test and limits.
Start with one website-to-CRM workflow.
Bring your website, CRM and a few representative enquiries. We agree the allowed answers, required fields, reviewer, failure route and acceptance checks. The implementation scope and price depend on those connections, expected usage and support needs. Model behaviour and your CRM integration are evaluated separately before rollout.
Explore CRM follow-up, define which actions need approval, or inspect the n8n approval acceptance lab.
Review a website-to-CRM workflow
Marsen/ Everyday automationThe weekly update, without the scramble.
Bring our project updates together so the team can see what needs attention.
Follow the steps to see what happens next.
Start with the information you already have.
Collect the agreed updates from your connected project tools. Keep the source beside each item so it is easy to check.
Turn scattered notes into a useful update.
Group completed work, upcoming tasks, and unanswered questions into a draft your team can read quickly.
You have the final say.
Check the draft, make a correction, or ask for more detail. Hold the update here until the right person is happy with it.
Keep everyone working from the same update.
After approval, send the update through the agreed channel and record what happened. Flag any step that needs a person.
You know the work. Let’s make it lighter.
Start with a task your team repeats every week. An assistant can gather the information, prepare the work, and leave the important decisions with you.
Arrive at the conversation prepared
Bring public company information and agreed customer notes into a brief your team can check.
Company research · Source linksGet a first draft on the page
Prepare summaries, documents, and reports from the information you choose. Edit the draft instead of starting from nothing.
Briefs · Documents · Weekly updatesStop copying between tools
Pass the agreed information from one tool to another. Flag missing details or failed steps for a person to resolve.
Connected tools · Task updatesKeep the decisions that matter
Choose what the assistant can do and what waits for approval. Review the proposed action before it happens.
Approvals · Clear ownershipA few places to start
Start with something you’d love to stop repeating.
The Friday update
Gather project notes and prepare a weekly summary for the team lead to review.
The next sales conversation
Turn scattered company information into a short brief with sources to check.
The same details, entered twice
Carry an approved update between your customer record and the tool your team uses next.
Examples to explore together. Connections and actions are agreed for your setup.
See how it works
in practice.
Use a guide to understand the steps, ask better questions, and plan the work with your team.
n8n human approval: test 13 cases before connecting a CRM.
Run an importable n8n human approval lab covering rejection, expiry, changed payloads, replay and simulated CRM failures. Inspect all 13 test results.
Read the guide Practical guide · 10 min readn8n approval webhooks: duplicate callbacks and recovery.
Reproduce 18 n8n approval webhook tests for authentication, duplicate callbacks, expiry and receipt recovery after process restarts. Download the lab and dated results.
Read the guide Practical guide · 11 min readn8n Slack approval workflow with a timeout and an escalation path.
Build an n8n Slack approval with Send and Wait, a time limit, a backup approver and a decision log, plus the cases to test before anything acts on approval.
Read the guide Practical guide · 10 min readMove your automation without losing the work.
Plan the move from Zapier to n8n one process at a time. Check the connections, test the results, and keep a way back if something does not work as expected.
Read the guide Practical guide · 12 min readAI voice agent or IVR? Choose, replace in stages and keep a human handoff.
An automated call should help someone get an answer, arrange a booking, or reach the right person. Compare menus with conversational agents, replace an IVR one step at a time, and keep a working route to your team.
Read the guide Practical guide · 10 min readBuild a human approval workflow for AI actions.
A human approval workflow pauses a proposed AI action until the assigned reviewer approves the exact version. Use the runnable example to check rejection, expiry, edits and duplicate execution before connecting a real system.
Read the guideHelp with the rest
of your day.
Make it easier for customers to find you, keep conversations moving, and reduce the work in between.
AI CRM for customer follow-up.
Give your team the customer details, conversation history, and next action in one place. Prepare replies and keep track of who needs a call, so promising enquiries are easier to follow through.
Explore Marsen CRM Search & discoverySEO and AI search visibility for your business.
When someone needs what you offer, make your business easier to find and understand. Improve the pages and information customers see on Google, local search, and AI answers.
Explore Marsen SearchKnow what happens
before you commit.
Start with your workflow. The scope and cost depend on what needs to be connected, configured and maintained.
Show us the work.
Bring one repeated task, its input and an example of the result you need. We review access to tools, exceptions and which actions need approval.
Agree what the quote covers.
Discuss implementation, usage, third-party subscriptions and any ongoing support separately. Confirm the connections, responsibilities and acceptance checks before agreeing the rollout.
Test with your team.
Define the first workflow or page set, who reviews it and what a successful handover looks like. Support arrangements and future changes belong in the agreed scope.
Leave with a clearer next step.
A demo is a chance to discuss fit and the information needed for a proposal. The page examples illustrate a workflow; the connections for your business are agreed during discovery.
Discuss scope and pricingDefine the result
before implementation.
The proposal should turn a broad capability into named deliverables, limits and acceptance checks for your team.
What you receive.
- Workflow and permission map
- Configured bounded workflow
- Normal and exception test record
- Operator runbook and handover
How the first scope is checked.
The workflow produces the agreed output from approved inputs, pauses at required review points and exposes duplicate, timeout and failed-action outcomes to an owner.
What needs separate agreement.
Unrestricted autonomous actions, unsupported provider operations, third-party usage fees and continuous operation are separate unless explicitly scoped.
What changes the cost.
Quote drivers include systems and APIs, action risk, workflow volume, model or provider use, hosting, review design, recovery and maintenance.
What can an assistant help our team with?
Preparing a weekly update, researching a company, drafting a document, or moving agreed information between tools are useful starting points. We choose a specific task and agree what the assistant can use and do.
Will it do things without asking us?
You decide which routine steps can happen automatically and which need approval. Important actions can wait for your team to check them first.
Can it use our documents and business information?
Yes, when you agree which information it can use and who can access it. We review those details with you before connecting the sources.
Can a website AI agent qualify leads for our CRM?
We scope the questions, required fields, approved answers and CRM handoff for your business. The example on this page demonstrates structured handoff rules with fictional data; live conversation quality and your CRM connection require separate testing.
What happens when the chatbot cannot answer or save the enquiry?
The workflow should offer a human contact route, preserve the available context and expose the failed step. It must not claim an enquiry was received until the destination confirms it. Your implementation defines the owner and fallback route.
How much does website AI lead qualification cost?
We quote after reviewing your website, CRM access, expected usage, approved answers and support requirements. Start with one workflow and agreed acceptance checks.
What should we bring to a demo?
Bring one task your team repeats, an example of the result you need, and the names of the tools you use. We’ll work through the steps together.
Built around your business
What would you take off your team’s plate?
Book a demoBring one repetitive task. We’ll show you where an assistant could help and where your team stays involved.
Prefer to tell us in writing?