AI Automated Workflows That Hold Up When Something Changes Upstream
We build the automations connecting your marketing and sales tools, real decision logic, tested against edge cases, not a demo that breaks the first time a field is empty.
See sample deliverables →An AI automated workflow is a tested, documented sequence that moves data between your tools and applies decision logic, like routing a lead, updating a CRM field, or triggering a follow-up, without a person doing it by hand every time. The difference between a real workflow and a fragile one is what happens on the edge cases: an empty field, a duplicate record, an API timeout. We build and test for those cases before anything goes live.
Why most DIY automations break within a month.
The workflow that works in the demo and the workflow that survives real, messy production data are usually not the same build.
Edge cases run before the workflow touches live data
Every decision point written down, not tribal knowledge
Built on n8n; no per-automation vendor fee stacking
Defined triggers for when a human takes over
Build time and complexity depend on the number of systems connected and how much of your data is already clean.
What ships when you engage an automation build.
One-time build per workflow. You own the automation and the documentation when we hand it off.
Priced per workflow. Multiple workflows scoped together at a discount, request a custom proposal.
A workflow your team can trust, and read.
Six concrete deliverables ship on every automation build.
A written map of every branch and trigger in the workflow before a single node gets built.
The actual automation, built on n8n so you are not locked into a per-task SaaS pricing model.
Every system connection tested for authentication, rate limits, and failure handling.
Empty fields, duplicate records, timeouts, and malformed data tested before go-live.
Clear triggers for when the workflow stops and hands off to a person instead of guessing.
Written documentation covering every node and decision point, handed to a named owner.
We map the logic. Then we build it to hold.
A workflow built straight from a whiteboard sketch breaks on the first edge case. We map the decision logic first, then build and test against it.
Every branch, trigger, and edge case, mapped before we build.
Before any node gets built, we map the full decision logic: what triggers the workflow, every branch it can take, and what happens when the data is not what you expected.
- 1Current-state process mapping, how the task works today.
- 2Trigger and branch definition for every path the workflow can take.
- 3Edge-case inventory: empty fields, duplicates, timeouts, bad data.
- 4Escalation points defined, where a human needs to step in.
- 5Delivered as a written logic map before any build work starts.
Our team builds, tests, and documents the working automation.
Once the logic map is signed off, we build the workflow in n8n, connect every system, and run the edge-case test suite before it touches real data.
- 1n8n workflow built against the signed decision-logic map.
- 2API and webhook connections tested for auth and rate limits.
- 3Edge-case test suite run before the workflow goes live.
- 4Escalation rules configured and tested end to end.
- 5Written documentation handed to a named owner on your team.
Bundling multiple services? Request a custom proposal →
Three guarantees on every automation build.
If we miss any of them, we fix it at no additional charge. Written into every implementation agreement.
Every automation is built inside your own n8n instance or account, not ours. If you ever stop working with MV3, the workflow keeps running.
Edge cases are tested against the workflow before it ever touches real production data, not discovered by your team after something breaks.
A written map of every decision point ships at handoff, so the workflow does not depend on one person remembering how it was built.
What a real automation build actually looks like.
A sanitized view of the kind of workflow checklist your team receives at handoff.
Workflow build status
Every workflow is tracked to completion and edge-case tested before handoff, not marked done because it ran once successfully.
- Decision-logic map signed off before build started
- All trigger and branch paths built and connected
- Edge-case test suite run against real sample data
- Escalation rules tested end to end
- Documentation handed to a named owner on your team
How we build every automated workflow.
Five stages. Same protocol every engagement.
Review of the current manual process and the tools it touches today.
Written decision-logic map: every trigger, branch, and edge case, signed off before build starts.
The workflow built in n8n against the signed logic map.
Edge cases run against the live workflow before it touches real data.
Written documentation delivered to a named owner on your team.
What teams report after a tested automation replaces a manual process.
Illustrative composites built from real engagement patterns, not verified individual clients. Used to make the working style concrete, not to claim a specific outcome for a specific company.
Our lead routing used to break every time a form field was left blank. MV3’s version handles the edge cases we never thought to test for, and we finally trust it enough to stop double-checking.
The documentation mattered more than the automation. When our ops lead left, the next hire didn’t have to reverse-engineer anything, it was already written down.
We had three different tools half-automating the same task. MV3 consolidated it into one tested n8n workflow, no more per-seat SaaS fees for something we now own outright.
Illustrative composite personas. Not verified statements from a named, specific client.
One-time implementation fee per workflow. No ongoing management fee unless you add a maintenance retainer separately.
- Written decision-logic map before any build work starts
- n8n workflow built and connected to your existing tools
- Edge-case test suite run before the workflow goes live
- Escalation rules configured for when a human steps in
- Written documentation handed to a named owner on your team
- You own the workflow in your own n8n instance or account
Free scoping call. Written implementation quote inside 3 business days. You own the workflow at handoff.
This is not for you if…
We hold a fit bar on this service. If any of the below is true, we'll say so on the call.
- You want a fully autonomous system with no human checkpoints. We build in escalation rules by design. If you want zero human oversight on decisions that affect customers or revenue, we are not a fit.
- Your underlying data is not clean or stable yet. An automation built on top of broken data automates the mess. We recommend a data audit first.
- You want it done with no one on your team able to maintain it. We require a named owner who keeps the documentation and can make small changes going forward.
- You need a single, one-off task done, not a repeatable workflow. If it only needs to happen once, this is not worth automating; we will tell you that on the call.
- You want us to automate a process you have not actually mapped out yet. We map the logic first. If nobody on your team can describe the current process, we start there instead.
If you’re a fit, keep scrolling. Or book the call now →
Questions buyers ask us.
Oversees MV3’s marketing operations and automation builds. Every workflow is signed off by Vance before it reaches a client.
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