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AI Automation Agency or Developer? How to Choose an Automation Vendor

When looking for an automation vendor you will find AI automation agencies, no-code freelancers, developers, and offers to build an in-house team. They differ not only in price, but above all in who owns the solution, how the cost grows with scale, and who is accountable when something stops working. In this article I compare four cooperation models, list 10 questions to ask before signing, and point out warning signs.

Four cooperation models for automation

AI automation agency

A sales team + implementers. Usually builds scenarios in Make, Zapier, n8n and plugs in ready AI models. Good for simple, standard flows.

  • Fast start, ready templates
  • Salesperson, project manager, and implementer are different people
  • Subscription for tools and often for maintenance
  • Tool limits = solution limits

No-code freelancer

One person assembling automations in no-code tools. The cheapest option to start.

  • Low entry cost
  • Custom logic and security are hard without code
  • Risk: availability, no documentation
  • Dependence on the platform and its pricing

AI-assisted developer

An experienced developer who builds automations as code, API integrations, and AI agents, using AI tools to speed up work. This is the model I run at ML DevWorks.

  • The solution belongs to you (code, data, configuration)
  • Any logic, integrations with your systems, a panel if needed
  • One person accountable for analysis, delivery, and maintenance
  • Free prototype after a clear brief, then stages

In-house team

Your own developer or IT department. Makes sense with continuous development of many processes.

  • Full control and company knowledge
  • Salary cost regardless of project count
  • Hard to find AI + integrations + UX skills in one person
  • Often combined with external support

Automation agency or developer: comparison in 6 criteria

Solution ownership

Who owns the code, tool accounts, API keys, and data? After the cooperation ends you must be able to move everything.

Cost model

One-off delivery + low model usage cost, or a subscription growing with operations? Calculate the cost at 3x the volume.

Data security

Which data goes to the AI model and external tools? Where are conversation logs? Is there a data processing agreement (GDPR)?

Escalation and exceptions

What happens when the AI does not know? Who gets the case and with what context?

Measuring the effect

Will the vendor define 'before' and 'after' metrics (response time, hours, errors)? Without them you cannot verify ROI.

Maintenance

Who improves the knowledge base and handles API changes in your systems? What is the response time for an outage?

No-code tools are not bad - I use them myself where they suffice. The problem starts when the whole company process depends on a per-operation subscription and every custom rule needs a workaround. Code gives control; ready tools give speed. A good vendor combines both and says plainly where each was used.

What process automation services cost in each model

Agency

from about PLN 10,000-15,000 net

for the first project + tool subscriptions (PLN 200-1,500/month) + often a monthly retainer.

No-code freelancer

from about PLN 2,000-5,000 net

for a simple scenario + tool subscriptions. Cheap as long as the process is standard.

AI-assisted developer

from PLN 2,500 net

for a simple automation as code; AI agents and integrations from about PLN 8,000; model usage usually tens to a few hundred PLN/month.

How to calculate payback regardless of the model is described in Business Process Automation Cost and ROI.

10 questions for an automation vendor

  1. Which process will we automate first and why this one?
  2. Which metrics will we define before the start?
  3. Will I get a working prototype before deciding on full delivery?
  4. Who will write the code / build the automation - the same person I am talking to?
  5. Who owns the code, accounts, and data after the project ends?
  6. Which data goes to the AI model and how is it protected?
  7. What happens when the AI agent does not know the answer?
  8. How much will maintenance and model usage cost at the current volume and at 3x?
  9. How is documentation handed over if I want to change vendors?
  10. Which similar projects have you delivered and what were the results in numbers?

Red flags

  • A promise to 'automate the whole company' without asking about a specific process and numbers.
  • No conversation about escalation to a human - the agent is supposed to 'handle everything'.
  • An estimate without process analysis and without metrics.
  • Tool accounts and API keys created for the vendor, not your company.
  • A maintenance subscription without a defined scope and response time.
  • Reluctance to show a prototype before signing a contract.

How working with me looks

  1. Process description

    You write (or talk to the AI advisor on the website) about what takes time, which tools you use, and how much of it there is per month.

  2. Free prototype in 2-5 days

    You get a working draft of the automation or agent on your examples, a scope, and an indicative estimate.

  3. Delivery in stages

    The first process in 3-14 business days. Code, accounts, and data belong to you. We measure the 'before' and 'after' effect.

  4. Maintenance at your pace

    Knowledge base fixes, further processes, and integrations - without a fixed subscription if you do not need one.

Compare on your own process

Instead of choosing a vendor based on a proposal, test them on a prototype. Describe one process and I will come back with a working draft and an estimate - no obligation. You can also start with the AI advisor, which points out what has the biggest potential in your company.

Frequently Asked Questions

How does an AI automation agency differ from a developer?

An agency usually assembles scenarios in no-code tools and bills a subscription, and you talk to a salesperson rather than the implementer. A developer builds automations as code and integrations that belong to you and is personally accountable for analysis, delivery, and maintenance.

How much do process automation services cost?

Agencies usually price the first project from PLN 10,000-15,000 net plus tool subscriptions. An AI-assisted developer delivers a simple automation from PLN 2,500 net, and AI agents and integrations from about PLN 8,000 net.

Is no-code automation bad?

No. It works well for simple, standard flows. Problems appear when the process needs custom logic, data security, or when the subscription grows with the number of operations.

What should I ask an automation vendor before signing?

About ownership of code and accounts, effect metrics, a prototype before full delivery, escalation to a human, data protection in AI models, and maintenance cost at higher volume.

AI Automation Agency or Developer? How to Choose