Business & M&A Marketplaces · Client work

Agents that move deals forward, people who approve them

AI agents we designed for a business-sales marketplace, helping users find opportunities and move deals forward, with people approving every key step.

AI Agents for a Business-Sales Marketplace
SectorBusiness-sales marketplace
EngagementDesign
ApproachAgentic AI · human approval
StatusDesigned
01. The challenge

What made this hard.

Buying or selling a business involves searching listings, comparing opportunities, exchanging sensitive documents and following up with many parties. Most of that work is routine, but the decisions are not.

Anything binding, such as an offer or a commitment, has to come from a person, and financial documents must reach only the right people.

02. What we built

The system we designed.

We designed agents that onboard users conversationally, search and match listings, rank and analyze opportunities, draft messages for review and book meetings.

Every offer and commitment waits for a person’s approval, and documents are summarized and shared under role-based permissions with full audit trails.

Search and matching agents

Agents find and rank opportunities on users’ behalf.

Drafted messages for review

Follow-ups are drafted by agents and sent by people.

Secure document rooms

Financial documents summarized and shared under clear permissions.

Agent observability

Every agent run is traced, so each action can be reviewed.

03. Architecture & technology

How it is put together.

Multi-agent workflows built with Google ADK and LangGraph, with MCP and A2A for tool access, Gemini and Vertex AI models behind a swappable interface, and Angular and React front ends on Google Cloud.

Google ADKLangGraphOpenAI Agents SDKMCP & A2AGeminiVertex AIPythonAngularReactPostgreSQLGoogle Cloud
04. Outcome

Where it stands today.

The design takes routine search, matching, drafting and scheduling off users, while every binding step stays with a person.

Every agent run is traced, so the marketplace can see what each agent did and why.

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Have a system like this to build?

We have taken platforms like this from first conversation to daily operational use.

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