Inside the Nagent Internal Buildathon: Building 10 enterprise agents in 3 hours.

The Buildathon Mandate:

If you attend a typical artificial intelligence hackathon today, you will see a lot of clever parlour tricks. Teams will wrap a chat interface around a language model, build a poetry-writing bot, and call it a day.

When we organised the internal Nagent Agent Buildathon, we wanted to prove a fundamentally different thesis. We wanted to show what happens when you put a true context orchestration platform into the hands of a smart team.

To ensure we were building actual enterprise value, we instituted strict guidelines for the internal team. To even qualify for evaluation, every submission had to meet mandatory criteria:

1. It had to solve a practical, real-world business problem.

2. It had to be a multi-stage agent with a minimum of two distinct steps, such as understanding user intent in stage one and triggering an external workflow in stage two.

3. The outputs had to be clear, correct, and usable. Broken responses meant instant disqualification.

We awarded bonus points for deep tool integrations and for multimodal features such as video or audio processing. The team was evaluated heavily on business clarity, orchestration design, and output quality.

The results were incredible. In just three hours, the Nagent team deployed 10 highly orchestrated digital workers, proving that the barrier to building complex enterprise software has completely collapsed.

Automating the Back Office

The back office is usually choked by manual data entry. During the buildathon, several team members focused on rewiring these operational bottlenecks using our visual builder.

Finance Ops Agent: Small teams waste countless hours matching invoices and chasing approvals. This agent completely eliminates that manual friction. It extracts invoice fields from emails or PDFs, validates the financial totals, routes the document to the correct manager for approval, updates the accounting tool, and autonomously reminds approvers if they delay.

Invoice Processing Agent: Working in a similar vein, this highly specialised digital worker reads incoming emails, files the attached invoice into a designated secure folder, and creates a cumulative summary document that dynamically updates in real time.

Mail Labelling Agent: Email triage is a massive hidden tax on productivity. This tool automatically reads and categorises incoming corporate emails. It assigns precise labels and priorities, and uses tool integrations to trigger immediate alerts for urgent matters, helping teams respond faster with zero manual sorting.

Accelerating Revenue and Growth

Sales and marketing teams need execution, not just more dashboards. The buildathon produced agents that actively generate a pipeline.

Sales Analysis and Outreach Agent: This is an end-to-end automation powerhouse. It transforms raw company domains into high-converting sales opportunities. The agent autonomously researches company milestones like recent funding rounds, locates the correct contact information, and generates highly contextual outreach emails, completely closing the gap between lead discovery and first contact.

Business Proposal PPT Agent: Creating tailored pitch decks usually takes days. This agent orchestrates the entire creative process, taking raw client requirements and automatically structuring a comprehensive, highly persuasive business proposal presentation.

Elevating Customer Experience

Customer support requires deep situational context. Our team built agents that autonomously navigate complex user intents.

Helix AI is designed specifically for the e-commerce sector. Helix AI intelligently analyses user intent to provide real-time product information. Going a step further, it tracks user requests and automatically notifies customers via email the moment their desired products are back in stock, driving immediate revenue recovery.

CallGuard Insight: This call record analysis agent is a massive asset for quality assurance teams. It processes raw audio transcripts to detect customer churn signals. When it identifies a high-risk conversation, it bypasses standard reporting and sends an instant Slack alert to a senior manager for immediate intervention.

Pushing the Multimodal Boundary

Because Nagent is inherently model agnostic, our builders pushed far beyond standard text processing to orchestrate highly creative visual and auditory outputs.

CinePulse Teaser: This agent transforms raw movie scripts into engaging, high-definition video teasers. By leveraging cutting-edge multimodal models, it analyses the narrative arc of a script to generate and optimise visual content, delivering professional-grade video previews.

Thumbnail Designer Agent: Content creators waste hours testing visual packaging. This agent drastically reduces that friction by autonomously designing highly clickable YouTube thumbnails based on video titles and core themes.

RetireWise AI: Moving into the highly regulated financial technology sector, RetireWise AI acts as a personalised retirement planning assistant. It leverages advanced reasoning to craft dynamic strategies tailored to unique financial situations and to adapt autonomously to shifting market trends.

The Strategic Takeaway

The Nagent internal buildathon was incredibly fun, but it was also a live demonstration of a massive economic shift.

The reason our internal team could deploy 10 enterprise-grade systems in just 3 hours is that the Nagent platform eliminates the friction of computer science. Our builders did not have to write custom API webhooks or manage developer billing for language models. They used our stage-based orchestration to visually design deterministic, reliable workflows.

The companies that win the next decade will not be the ones that buy the most rigid software. They will be the ones who empower their internal teams to build bespoke digital workers exactly like we did during these three hours.