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Wwraplet

Chatbots · Voice agents · Automation

AI that fits the way your business works.

Start with a specific job: answer product questions, assist a team, or move an approved workflow forward. We connect AI to the right information and systems, with clear limits on what it can do.

What we work towards

An AI workflow with defined inputs, useful outputs, and a practical evaluation and support plan.

How we can help

  • Workflow discovery and a focused proof of concept
  • Chatbots and voice agents tailored to the use case
  • Connections to approved knowledge sources and business APIs
  • Human handover, tool permissions, and failure handling
  • Evaluation scenarios, usage visibility, and operating-cost considerations

Who this is for

Teams with a repeatable workflow, an existing knowledge base, or a product that could benefit from a focused AI assistant.

From first message to next steps

  1. Choose a useful task and define success and boundaries.
  2. Build against representative examples and approved integrations.
  3. Evaluate the behaviour, agree on handover rules, and plan rollout.

Questions before we start

Can an agent connect to our existing systems?

Yes, where those systems provide suitable APIs or approved integration methods. Access, permissions, and the actions an agent may take are agreed before implementation.

How do you handle unreliable AI answers?

We design around the use case with grounded information, evaluation examples, clear limitations, and human handover where appropriate. The exact controls depend on the workflow.

Tell us where you are stuck.

Share what is already built, what you need next, and any deadline you are working towards.

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