Agents in Action – How AI Agents can drive Procurement Intelligence
Spend data is only as valuable as the decisions it enables. Aimpoint Digital partnered with Simfoni to build an AI agent that transforms complex procurement intelligence into clear next steps, delivered in under a minute.

The Challenge
Simfoni manages highly complex spend data—ranging from payment terms to usage trends and external market events—making it difficult to identify optimization opportunities at scale.
They needed to quickly deliver on their GenAl strategy, connecting to each customer's data environment and accurately answering user queries with tailored, actionable recommendations to improve spend efficiency.
Our Approach
The Aimpoint team built an agentic workflow using LangChain to power a multi-turn chatbot.
The agent leveraged text-to-SQL capabilities and routed queries based on use cases to provide tailored, context-specific responses.
Integrated with Slack and a custom API, the agent enabled users to not only analyze spend data but also take direct action—like messaging stakeholders or launching new projects—based on their queries.
"Aimpoint helped us work in an iterative way and take advantage of Snowflake features that we hadn’t thought of. This worked very effectively to get our product launched on the Snowflake Marketplace and has built a great basis to keep evolving the product and our relationship with Aimpoint.”
Results
The agentic solution delivered actionable insights in under 1 minute, enabling users to rapidly access tailored recommendations across a wide range of procurement scenarios.

Aimpoint enabled Simfoni to accelerate the development of high-quality AI capabilities within their SaaS solution, ensuring rapid delivery of features that directly addressed emerging customer demand.

The solution was deployed in production and is currently available on the Snowflake Marketplace.

Key Takeaways
Simfoni successfully launched a native AI agent for spend intelligence that enhances productivity, is fully embedded within their SaaS application, and is monetized as a Snowflake Native App. The solution demonstrates how agentic AI can transform analytics workflows, unlock new revenue streams, and elevate customer experiences without disrupting existing platforms.
Watch the Partnership in Action
Learn more about how Aimpoint Digital partnered with Simfoni to accelerate the development of Virgil, a secure AI-powered procurement assistant built entirely on Snowflake. Designed for flexible deployment as both a standalone SaaS product and a Snowflake Native App on the Snowflake Marketplace, Virgil reflects the power of close collaboration in bringing innovative, enterprise-ready AI solutions to market. In the three videos below, hear directly from the teams behind the partnership and how they worked together to turn vision into reality.
How We Partner to Create Organizational Value
In this conversation, Simfoni’s Co-Founder and Chief Strategy Officer, Stefan Dent and Aimpoint’s Managing Partner, Max Benjamin discuss:
- Why partnership and trust were critical to success
- How we aligned around business outcomes, not just technical tasks
- How challenging each other led to a stronger final product
- What it means to move beyond “task execution” to true co-creation
This is how high-impact Snowflake innovation begins.
Effective Ways of Working Under Aggressive Timelines
With a fixed Summit deadline, speed mattered.
In this video, the teams share how they:
- Worked across globally distributed teams
- Iterated daily while staying aligned to core objectives
- Leveraged new Snowflake capabilities in real time
- Practiced transparent communication and rapid experimentation
- Successfully launched the Native App on the Snowflake Marketplace
Agility was not a buzzword. It was a competitive advantage.
Creating Optimal Business Outcomes with Snowflake AI
This is where strategy meets technical depth.
In this session, the teams break down the architecture behind Virgil, including:
- Cortex Agents and Cortex Search
- Snowpark Container Services
- Native App Framework deployment
- Secure execution within customer Snowflake accounts
The result is an AI-powered procurement assistant that customers love, internal teams use daily, and the market recognizes as innovative.
Even more important, Simfoni’s team was fully enabled to continue building and evolving the product independently.
That is how we measure success.
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