Potpie AI Raises $2.2M for Code Knowledge Graph
Developer tool startup Potpie AI has closed a $2.2 million seed round to build a 'knowledge graph for code'. The company aims to provide a foundational context layer to make autonomous coding agents more effective at navigating, refactoring, and reviewing complex codebases. The goal is to enable AI to understand code with the context of an experienced developer.
- The pre-seed funding round was led by Emergent Ventures, with participation from All In Capital, DeVC, and Point One Capital. The capital is intended for expanding the engineering team, supporting early enterprise deployments, and further developing its agent infrastructure. - Founders Aditi Kothari (CEO) and Dhiren Mathur (CTO) began working on the problem in October 2023, after spending nearly two years building the foundational technology that creates the knowledge graph. The idea originated in early 2022, with a focus on making generative AI useful for developers beyond simple code generation. - Potpie's technology ingests data from scattered sources like GitHub, Jira, Sentry, and Confluence to build a knowledge graph using Neo4j. This graph maps all component relationships and data flows, allowing AI agents to understand the system contextually, similar to a senior engineer. - The company targets enterprises with codebases starting at one million lines and claims it can scale to hundreds of millions. Early results include a customer with a 40-million-line codebase reducing root-cause analysis for production issues from nearly a week to about 30 minutes. - Potpie describes its approach as "spec-driven development," where agents first translate requirements into an implementation plan, map dependencies, and align tests before writing code. This treats the specification as the source of truth, rather than the existing code. - The startup already works with Fortune 500 companies in regulated sectors like healthcare and insurtech. With a current team of 12, Potpie plans to expand to around 18 people by the end of the year. - Signaling a commitment to the developer community, Potpie has open-sourced some of its tools, which have garnered over 5,000 stars on GitHub. This includes its framework for creating custom AI agents.
