AI Discovery Agent Development

A prospect talks to the agent for about 10 minutes. Before anyone picks up the phone, the consultant already holds a written brief. We built that agent. This AI discovery agent development project covers the conversation, the question logic, the analysis and the qualification flow.

WebOsmotic built an AI discovery agent that interviews a company about how its work actually gets done. It then finds the processes worth automating. A prospect spends about 10 minutes with the agent. The consulting team receives the business context, the opportunities and a readiness score up front, before anyone picks up the phone.
A chatbot waits for a question. This agent keeps asking until it has enough to act on. The team designed and built every layer: the conversation, the question logic, the AI analysis and the qualification flow. The whole product was delivered in a 40-hour AI-assisted build using Claude Code. That makes it the product layer that turns an AI model into a business process people can use.

Industry

Sales & Marketing

Service

AI Agents

AI Engineering

Goals, Final Analysis & Consultation Summary

A first call that must find the problem: a business looking for automation rarely knows what to automate first. Discovery starts with basic questions about what the company does, how work gets done and where time goes. That takes 30 to 60 minutes before any solution thinking begins, and a form cannot replace it, because a form asks its questions and never asks the next one.
A conversation that feels natural: each question had to be chosen from what the prospect had just said.
Vague problems made specific: the agent had to chase a statement down to the system, the process, the frequency and the failure, so a complaint became a real opportunity.
Output a consultant can use: free-form answers had to come out as structured, comparable fields.
Realistic recommendations: a model will happily recommend automation everywhere it is asked, so the agent needed a way to say where automation pays off.

An automated workflow works only when four things are right: the questions the agent asks, what it captures, the decisions it makes and what a person does with the result. The project builds all four into one product. The agent runs the interview and scores readiness. It routes the lead. The consultant then works from a written brief. Consulting and automation teams can use it as a reference for AI discovery agent development, backed by our custom AI agent development and AI workflow automation work.

What does AI discovery agent development cost?

A first release with adaptive questioning, structured extraction, readiness scoring and lead routing typically costs between $15,000 and $45,000. The figure rises with the number of discovery areas, the CRM or booking connections and the depth of the consultant brief.

How long does it take to build an AI discovery agent?

A first production release usually takes 3 to 6 weeks. The agent on this page, from the conversation to the qualification flow, was delivered in a 40-hour AI-assisted build. Extra integrations and approval cycles set the real calendar.

Can an AI agent run the first discovery conversation?

Yes, for the questioning stage. A prospect talks to the agent for about 10 minutes, which covers ground a manual first call spends 30 to 60 minutes on. The consultant then joins with a structured brief and a readiness score already attached to the lead.

How does the agent avoid recommending automation for everything?

The agent ranks the strongest opportunities into a shortlist and scores readiness inside the interview. A model asked about automation will happily suggest it everywhere, so the ranking is built in from the start. Each lead then follows a path that matches its readiness.

Get a free consultation for your AI discovery agent development project, from the interview logic and structured briefs to readiness scoring and lead routing. WebOsmotic is an ISO 27001:2022 certified AI engineering company with custom AI agent development and workflow automation experience for consulting and service teams worldwide.

AI Discovery Agent Development for Consulting and Automation Teams

A 10-Minute Conversation That Hands the Consultant a Structured, Qualified Discovery Brief: Case Study