Retrospectives

Analysis of past events and their business implications.

WhatsApp and Instagram: a sales agent is only as useful as its handover

Connect conversations, lead qualification and CRM: what to check before deploying a WhatsApp or Instagram sales agent.

Voice agents: a consistent voice still needs a reliable human handover

Design a clear voice experience: introduce the assistant, understand the request, handle interruptions and pass useful context to a human adviser.

Testing AI models without losing sight of workflow costs

Compare AI models by the cost of a successfully handled request, including credits, workflow runs, retries, human review and maintenance.

n8n Assistant: describing a workflow is not the same as validating it.

From prototype to an operational workflow: business rules, edge cases, access and acceptance criteria with n8n Assistant.

Connecting business apps with n8n: API, native node or MCP?

Choose the right connection for the process: a fixed workflow, a narrowly scoped agent tool or MCP, without unnecessary complexity.

n8n Agents: where to let AI decide, and where to keep fixed rules

Build a sales process where an agent understands the request while tightly scoped workflows control actions in your business systems.

Your chatbot has your documents. Does it retrieve the right answer?

Prepare FAQs, catalogues and procedures so an AI assistant can retrieve complete, verifiable answers.

When an app has no API: should an agent operate its interface?

API, export, interface or manual processing: assess your business application and test automation without bypassing access controls.

When an API retires: keeping a business assistant running.

Inventory, testing and staged migration: maintain your assistant without relying on a retired API.

AI lead qualification: usable fields instead of another paragraph

Structure sales qualification by separating stated facts, missing information and estimates, then test the quality of each field.

AI automation: do you know where your data is processed?

Map your automation data from forms to logs before choosing regional processing.

Reliable AI agents need operating rules, not just better prompts.

Plan error recovery and prevent repeated actions by separating conversation history from operation records.

An AI agent connected to your CRM: what should it be allowed to do?

Read, prepare, approve: define CRM agent permissions without losing control of customer relationships.