Budget: 50000 PLN Deadline: 14 days
We can start with the first stage - designing the architecture of the AI agents team and assembling a working prototype for 2-3 key scenarios. For the cost of this stage, I would estimate 75,000 UAH and 14 working days.
From experience, it is more important here not just to connect the model, but to build a managed system - roles of agents, access rights, data sources, action logs, response verification, escalation scenarios, and reports for the business owner. Otherwise, it will turn into a smart chat that speaks beautifully but cannot manage processes =/
Similar cases of ours
> https://business.ingello.com/fractal - architecture of agent workflows and automations
> https://business.ingello.com/vorfahr - AI and automation in business logic
> https://systems-fl.ingello.com - main landing page of Ingello Systems for projects from the freelance marketplace
I would suggest going through short design and prototyping, without unnecessary theatrics. The output will be a scheme of agents, a list of integrations, scenario priorities, a prototype, and an assessment of the next development stage.
We need to clarify 2 points
> which data sources need to be analyzed first - tables, CRM, email, reports, accounting, websites
> should the agents only provide recommendations or also perform actions - create tasks, send notifications, update statuses, prepare documents
If access to data is restricted, in the first stage we can work with anonymized examples. This is safer in terms of security and seems faster for the start. !!The main risk here is not the model, but the correct architecture for managing the actions of the agents!!